From 52c2429d34f200d00187cf89353495229c885299 Mon Sep 17 00:00:00 2001
From: nicooxxx <nicox535@gmail.com>
Date: Wed, 2 Sep 2026 16:18:31 +0200
Subject: [PATCH 1/2] Add Frames for Benchmark Modul

---
 docs/wireframes/pages/benchmark-annotation.md | 71 +++++++++++++++
 docs/wireframes/pages/benchmark-evaluation.md | 88 +++++++++++++++++++
 .../pages/benchmark-results-compare.md        | 53 +++++++++++
 .../pages/benchmark-upload-align-mapping.md   | 85 ++++++++++++++++++
 4 files changed, 297 insertions(+)
 create mode 100644 docs/wireframes/pages/benchmark-annotation.md
 create mode 100644 docs/wireframes/pages/benchmark-evaluation.md
 create mode 100644 docs/wireframes/pages/benchmark-results-compare.md
 create mode 100644 docs/wireframes/pages/benchmark-upload-align-mapping.md

diff --git a/docs/wireframes/pages/benchmark-annotation.md b/docs/wireframes/pages/benchmark-annotation.md
new file mode 100644
index 00000000..b444f265
--- /dev/null
+++ b/docs/wireframes/pages/benchmark-annotation.md
@@ -0,0 +1,71 @@
+# Benchmark · Annotation
+Inspect evaluation answers and mark evidence quality.
+
+::: card {#tabs}
+[Upload & map] [Evaluation] [Results] [Annotation]*
+::
+
+::: card {#evaluation}
+### Evaluation
+[Microsoft retrieval · v2____________v]
+
+ClimRetrieve v1 · Ranking
+
+Question [TCFD-01________________v]
+- TCFD-01
+- TCFD-02
+- TCFD-03
+
+12 / 16 evaluated · 3 annotations saved
+::
+
+::: card {#question}
+### Question
+**How does the board oversee climate-related risks?**
+
+Reference type: Governance · Expected chunks: 3
+::
+
+::: callout {for:evaluation side:left}
+choose a saved run
+::
+
+::: callout {for:question side:right}
+review one question
+::
+
+::: card {#evidence}
+### Retrieved evidence
+
+| Rank | Relevance | Source passage | Mark |
+|---:|---|---|---|
+| 1 | [Relevant v] | “The Sustainability Committee meets quarterly to review climate risk…” · p.14 | [x] |
+| 2 | [Partly relevant v] | “The CRO reports climate metrics to the audit committee…” · p.18 | [x] |
+| 3 | [Not relevant v] | “Scenario analysis is presented annually to the full board…” · p.22 | [ ] |
+
+**Relevance scale:** 0 Not relevant · 1 Partly relevant · 2 Relevant
+
+### Annotation note
+[The first passage directly answers the governance question.______________________________]
+
+[Save annotation]*  [Previous question]  [Next question →]
+::
+
+::: callout {for:evidence side:left}
+mark the chunks
+::
+
+::: card {#answer}
+### Evaluation details
+
+Model answer: The board’s Sustainability Committee reviews climate risks quarterly, with reporting from the CRO.
+
+Matched benchmark chunks: 2 / 3 · Evidence coverage: 67%
+
+Annotation history: **3 saved** · Last edited by you just now
+::
+
+::: callout {for:answer side:right}
+revisit saved
+annotations
+::
diff --git a/docs/wireframes/pages/benchmark-evaluation.md b/docs/wireframes/pages/benchmark-evaluation.md
new file mode 100644
index 00000000..8bca9f51
--- /dev/null
+++ b/docs/wireframes/pages/benchmark-evaluation.md
@@ -0,0 +1,88 @@
+# Benchmark · Evaluation
+Run a ranking evaluation against a shared benchmark.
+
+::: card {#tabs}
+[Upload & map] [Evaluation]* [Results] [Annotation]
+:::
+
+::: card {#mode}
+### Evaluation mode
+
+- (x) Ranking
+- ( ) Classification
+
+Ranking compares the order of retrieved chunks. Classification compares one predicted label per question.
+:::
+
+::: callout {for:mode side:left}
+choose a track
+:::
+
+::: card {#benchmark}
+### Benchmark set
+[ClimRetrieve v1________________v]
+- ClimRetrieve v1
+- ClimRetrieve report-level
+- ClimateFinanceBench
+
+16 questions · 4 question types · shared reference set
+::
+
+::: card {#dataset}
+### Your dataset
+[Microsoft retrieval · v2____________v]
+- Microsoft retrieval · v2
+- chunks_data.csv
+- Northwind retrieval · v1
+
+Saved from Upload & map · ranking format validated
+::
+
+::: callout {for:benchmark side:left}
+same questions
+for every run
+::
+
+::: callout {for:dataset side:right}
+your configured
+dataset
+:::
+
+::: card {#coverage}
+### Question matching
+
+**12 / 16 questions will be evaluated**
+
+███████████████░░░ 75%
+
+12 questions have matching IDs and compatible question types. 4 questions are not present in your dataset and will be excluded.
+
+| Match status | Questions | Action |
+|---|---:|---|
+| Ready to evaluate | 12 | Included |
+| Missing from dataset | 3 | Excluded |
+| Type mismatch | 1 | Excluded |
+
+Higher question coverage generally gives a more reliable and accurate benchmark result.
+:::
+
+::: callout {for:coverage side:left}
+coverage affects
+confidence
+:::
+
+::: card {#ranking}
+### Ranking configuration
+
+Ranking output: (x) Ordered chunks per question  ( ) Relevance scores only
+
+K values: [1, 3, 5, 10________________v]
+
+Evaluation name: [Microsoft v2 · ClimRetrieve v1________________]
+
+[Review matched questions]  [Start evaluation]*
+::
+
+::: callout {for:ranking side:right}
+MAP · MRR · Precision@K · Recall@K
+::
diff --git a/docs/wireframes/pages/benchmark-results-compare.md b/docs/wireframes/pages/benchmark-results-compare.md
new file mode 100644
index 00000000..00848f76
--- /dev/null
+++ b/docs/wireframes/pages/benchmark-results-compare.md
@@ -0,0 +1,53 @@
+# Benchmark · Results
+Review metrics and compare saved evaluations.
+
+::: card {#tabs}
+[Upload & map] [Evaluation] [Results]* [Annotation]
+::
+
+::: card {#summary}
+### Microsoft retrieval · v2
+ClimRetrieve v1 · Ranking · Completed 02 Sep 2026, 14:32
+
+**12 / 16 questions evaluated** · 75% coverage · 4 excluded
+
+Higher values indicate that relevant chunks were ranked earlier and the result is more accurate against the reference set.
+:::
+
+### Result
+| MAP | MRR | Precision@5 | Recall@10 |
+|---|---|---|---|
+| 0.742 | 0.833 | 0.780 | 0.910 |
+
+
+
+::: callout {for:map side:left}
+primary ranking score
+::
+
+::: card {#compare}
+### Compare evaluations
+
+Select saved runs to compare side by side.
+
+| Evaluation | Dataset | Questions | MAP | MRR | Precision@5 |
+|---|---|---:|---:|---:|---:|
+| [x] Microsoft v2 | Microsoft retrieval · v2 | 12/16 | **0.742** | **0.833** | **0.780** |
+| [x] Northwind v1 | Northwind retrieval · v1 | 16/16 | 0.681 | 0.750 | 0.702 |
+| [ ] Chunks baseline | chunks_data.csv | 10/16 | 0.554 | 0.600 | 0.571 |
+
+### Metric comparison
+
+| Metric | Microsoft v2 | Northwind v1 | Difference |
+|---|---:|---:|---:|
+| MAP | 0.742 | 0.681 | +0.061 |
+| MRR | 0.833 | 0.750 | +0.083 |
+| Precision@5 | 0.780 | 0.702 | +0.078 |
+
+[Open question-level comparison]  [Save comparison]  [Export CSV]
+::
+
+::: callout {for:compare side:right}
+spot meaningful
+differences
+::
diff --git a/docs/wireframes/pages/benchmark-upload-align-mapping.md b/docs/wireframes/pages/benchmark-upload-align-mapping.md
new file mode 100644
index 00000000..775384fa
--- /dev/null
+++ b/docs/wireframes/pages/benchmark-upload-align-mapping.md
@@ -0,0 +1,85 @@
+# Benchmark · Upload and map
+Prepare a dataset for evaluation.
+
+::: card {#tabs}
+[Upload & map]* [Evaluation] [Results] [Annotation]
+:::
+
+::: card {#steps}
+### 1. Upload · 2. Align · 3. Review mapping
+
+Upload your system output, align it with the benchmark format, then confirm the detected fields before evaluation.
+:::
+
+::: card {#upload}
+### Upload dataset
+
+[Drop CSV, Excel, YAML or JSON here____________________] [Browse files]
+
+Selected file: **chunks_Microsoft_2024.csv**  ·  1,240 rows  ·  Uploaded just now
+
+Supported ranking fields: query/item ID, report ID, chunk ID, position/rank, optional score.
+::
+
+::: card {#benchmark}
+### Benchmark format
+
+Reference set: [ClimRetrieve v1________________v]
+
+- 16 benchmark questions
+- 4 expected question types
+- Ground-truth labels managed by the benchmark owner
+
+[Download sample format]
+:::
+
+:::
+
+::: callout {for:upload side:left}
+your dataset
+::
+
+::: callout {for:benchmark side:right}
+reference structure
+::
+
+::: card {#align}
+### Align columns
+
+| Your column | Benchmark field | Status |
+|---|---|---|
+| [query_id________v] | Query / question ID | ✓ matched |
+| [report_id_______v] | Report ID | ✓ matched |
+| [chunk_id________v] | Retrieved chunk ID | ✓ matched |
+| [position________v] | Rank / position | ✓ matched |
+| [score___________v] | Relevance score | Optional |
+
+[Auto-detect fields]  [Validate alignment]*
+:::
+
+::: callout {for:align side:left}
+map once,
+reuse later
+:::
+
+::: card {#mapping}
+### Mapping preview
+
+16 / 16 benchmark questions found · 1,240 / 1,240 rows valid · 0 errors
+
+| Question ID | Report | Top retrieved chunks | Question type |
+|---|---|---|---|
+| TCFD-01 | Microsoft 2024 | chunk_014, chunk_088, chunk_102 | Governance |
+| TCFD-02 | Microsoft 2024 | chunk_031, chunk_044, chunk_090 | Strategy |
+| TCFD-03 | Microsoft 2024 | chunk_052, chunk_067, chunk_071 | Risk |
+
+### Dataset name
+[Microsoft retrieval · v2________________________]
+
+[Save dataset]*  [Continue to evaluation]*
+::
+
+::: callout {for:mapping side:right}
+the user sees
+the mapped result
+::

From f387f4f6c86eacf4558bb83bc0e9cccb3d1bb490 Mon Sep 17 00:00:00 2001
From: nicooxxx <nicox535@gmail.com>
Date: Thu, 3 Sep 2026 11:54:30 +0200
Subject: [PATCH 2/2] Benchmark Screens with PNGs

---
 docs/wireframes/out/benchmark-annotation.html | 897 +++++++++++++++++
 docs/wireframes/out/benchmark-evaluation.html | 919 +++++++++++++++++
 .../out/benchmark-results-compare.html        | 931 +++++++++++++++++
 .../out/benchmark-upload-align-mapping.html   | 937 ++++++++++++++++++
 docs/wireframes/pages/benchmark-annotation.md |  18 +-
 docs/wireframes/pages/benchmark-evaluation.md |  14 +-
 .../pages/benchmark-results-compare.md        |   7 +-
 .../pages/benchmark-upload-align-mapping.md   |  13 +-
 .../renders/benchmark-annotation.png          | Bin 0 -> 215463 bytes
 .../renders/benchmark-evaluation.png          | Bin 0 -> 190469 bytes
 .../renders/benchmark-results-compare.png     | Bin 0 -> 184191 bytes
 .../benchmark-upload-align-mapping.png        | Bin 0 -> 264548 bytes
 12 files changed, 3709 insertions(+), 27 deletions(-)
 create mode 100644 docs/wireframes/out/benchmark-annotation.html
 create mode 100644 docs/wireframes/out/benchmark-evaluation.html
 create mode 100644 docs/wireframes/out/benchmark-results-compare.html
 create mode 100644 docs/wireframes/out/benchmark-upload-align-mapping.html
 create mode 100644 docs/wireframes/renders/benchmark-annotation.png
 create mode 100644 docs/wireframes/renders/benchmark-evaluation.png
 create mode 100644 docs/wireframes/renders/benchmark-results-compare.png
 create mode 100644 docs/wireframes/renders/benchmark-upload-align-mapping.png

diff --git a/docs/wireframes/out/benchmark-annotation.html b/docs/wireframes/out/benchmark-annotation.html
new file mode 100644
index 00000000..3929ed58
--- /dev/null
+++ b/docs/wireframes/out/benchmark-annotation.html
@@ -0,0 +1,897 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+  <meta charset="UTF-8">
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  <title>wiremd Mockup</title>
+  <style>
+a.wmd-button { text-decoration: none; color: inherit; }
+
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+/* wiremd Sketch Style - Balsamiq-inspired hand-drawn mockups */
+@import url('https://fonts.googleapis.com/css2?family=Kalam:wght@400;700&display=swap');
+
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+}
+
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+}
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+}
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+}
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+.wmd-button-danger, .wmd-button.wmd-danger {
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+}
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+}
+
+.wmd-button.wmd-loading::after {
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+  animation: loading 1s infinite;
+}
+
+/* Pills / Badges */
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+  display: inline-block;
+  padding: 2px 10px;
+  margin: 0 2px;
+  border: 2px solid #000;
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+  font-size: 12px;
+  font-weight: bold;
+  background: #f0f0f0;
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+}
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+
+/* Inputs */
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+  font-family: inherit;
+  font-size: 14px;
+  background: #fff;
+  border: 2px solid #666;
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+}
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+  <div class="wmd-annotated">
+  <h1 class="wmd-h1">Benchmark · Annotation</h1>
+<p class="wmd-paragraph">Inspect evaluation answers and mark evidence quality.</p>
+<div id="tabs" class="wmd-container-card">
+  <div class="wmd-container-button-group">
+  <button class="wmd-button">Upload &amp; map</button>
+  <button class="wmd-button">Evaluation</button>
+  <button class="wmd-button">Results</button>
+  <button class="wmd-button wmd-button-primary">Annotation</button>
+</div>
+</div>
+<div id="evaluation" class="wmd-container-card">
+  <h3 class="wmd-h3">Evaluation</h3>
+  <select class="wmd-select">
+    <option value="" disabled selected>Microsoft retrieval · v2</option>
+    
+  </select>
+  <p class="wmd-paragraph">ClimRetrieve v1 · Ranking</p>
+  <p class="wmd-paragraph">Question </p>
+  <ul class="wmd-list">
+  <li class="wmd-list-item">TCFD-01</li>
+  <li class="wmd-list-item">TCFD-02</li>
+  <li class="wmd-list-item">TCFD-03</li>
+</ul>
+  <p class="wmd-paragraph">12 / 16 evaluated · 3 annotations saved</p>
+</div>
+<div id="question" class="wmd-container-card">
+  <h3 class="wmd-h3">Question</h3>
+  <p class="wmd-paragraph"><strong>How does the board oversee climate-related risks?</strong></p>
+  <p class="wmd-paragraph">Reference type: Governance · Expected chunks: 3</p>
+  <div id="evidence" class="wmd-container-card">
+  <h3 class="wmd-h3">Retrieved evidence</h3>
+  <table class="wmd-table">
+  <thead>
+    <tr>
+      <th class="wmd-table-cell wmd-align-right">Rank</th>
+    <th class="wmd-table-cell wmd-align-left">Relevance</th>
+    <th class="wmd-table-cell wmd-align-left">Source passage</th>
+    <th class="wmd-table-cell wmd-align-left">Mark</th>
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+  <tbody>
+    <tr>
+    <td class="wmd-table-cell wmd-align-right">1</td>
+    <td class="wmd-table-cell wmd-align-left">[Relevant v]</td>
+    <td class="wmd-table-cell wmd-align-left">“The Sustainability Committee meets quarterly to review climate risk…” · p.14</td>
+    <td class="wmd-table-cell wmd-align-left">[x]</td>
+  </tr>
+    <tr>
+    <td class="wmd-table-cell wmd-align-right">2</td>
+    <td class="wmd-table-cell wmd-align-left">[Partly relevant v]</td>
+    <td class="wmd-table-cell wmd-align-left">“The CRO reports climate metrics to the audit committee…” · p.18</td>
+    <td class="wmd-table-cell wmd-align-left">[x]</td>
+  </tr>
+    <tr>
+    <td class="wmd-table-cell wmd-align-right">3</td>
+    <td class="wmd-table-cell wmd-align-left">[Not relevant v]</td>
+    <td class="wmd-table-cell wmd-align-left">“Scenario analysis is presented annually to the full board…” · p.22</td>
+    <td class="wmd-table-cell wmd-align-left">[ ]</td>
+  </tr>
+  </tbody>
+</table>
+  <p class="wmd-paragraph"><strong>Relevance scale:</strong> 0 Not relevant · 1 Partly relevant · 2 Relevant</p>
+  <h3 class="wmd-h3">Annotation note</h3>
+  <input type="text" class="wmd-input" placeholder="The first passage directly answers the governance question." />
+  <div class="wmd-container-button-group">
+  <button class="wmd-button wmd-button-primary">Save annotation</button>
+  <button class="wmd-button">Previous question</button>
+  <button class="wmd-button">Next question →</button>
+</div>
+</div>
+  <div id="answer" class="wmd-container-card">
+  <h3 class="wmd-h3">Evaluation details</h3>
+  <p class="wmd-paragraph">Model answer: The board’s Sustainability Committee reviews climate risks quarterly, with reporting from the CRO.</p>
+  <p class="wmd-paragraph">Matched benchmark chunks: 2 / 3 · Evidence coverage: 67%</p>
+  <p class="wmd-paragraph">Annotation history: <strong>3 saved</strong> · Last edited by you just now</p>
+</div>
+</div>
+  <aside class="wmd-callout wmd-callout-left" data-callout-for="evaluation" data-callout-side="left"><p class="wmd-paragraph">choose a saved run</p></aside>
+<aside class="wmd-callout wmd-callout-right" data-callout-for="question" data-callout-side="right"><p class="wmd-paragraph">review one question</p></aside>
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+.wmd-row.wmd-toggle-group { gap: 0; flex-wrap: nowrap; }
+.wmd-row.wmd-toggle-group > .wmd-grid-item { flex: 1 1 0; }
+.wmd-row.wmd-toggle-group .wmd-container-button-group { display: flex; width: 100%; gap: 0; }
+.wmd-row.wmd-toggle-group .wmd-button {
+  flex: 1 1 0;
+  border-radius: 0;
+  margin: 0;
+  justify-content: center;
+}
+.wmd-row.wmd-toggle-group .wmd-button:first-child { border-radius: 9999px 0 0 9999px; }
+.wmd-row.wmd-toggle-group .wmd-button:last-child { border-radius: 0 9999px 9999px 0; }
+.wmd-row.wmd-toggle-group .wmd-grid-item:first-child .wmd-button:first-child { border-radius: 9999px 0 0 9999px; }
+.wmd-row.wmd-toggle-group .wmd-grid-item:last-child .wmd-button:last-child { border-radius: 0 9999px 9999px 0; }
+
+.wmd-container-bottom-nav {
+  position: sticky;
+  bottom: 0;
+  left: 0;
+  right: 0;
+  display: block;
+  margin: 1.5rem -1.5rem -1.5rem;
+  padding: 0.35rem 0.5rem calc(0.35rem + env(safe-area-inset-bottom, 0));
+  border-top: 1px solid #e0e0e0;
+  background: #fff;
+  z-index: 20;
+}
+.wmd-bottom-nav-content {
+  display: flex;
+  align-items: stretch;
+  justify-content: space-around;
+  gap: 0.25rem;
+}
+.wmd-container-bottom-nav .wmd-nav-item,
+.wmd-container-bottom-nav .wmd-button {
+  flex: 1 1 0;
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  justify-content: center;
+  gap: 0.15rem;
+  min-height: 3.25rem;
+  padding: 0.35rem 0.25rem;
+  border: none;
+  background: transparent;
+  border-radius: 0.75rem;
+  font-size: 0.7rem;
+  font-weight: 500;
+  color: #666;
+  text-decoration: none;
+}
+.wmd-container-bottom-nav .wmd-nav-item.wmd-active,
+.wmd-container-bottom-nav .wmd-button.wmd-active,
+.wmd-container-bottom-nav .wmd-button-primary {
+  color: #111;
+  font-weight: 700;
+  background: #f3f3f3;
+}
+.wmd-container-bottom-nav .wmd-icon { font-size: 1.25rem; line-height: 1; }
+.wmd-badge.wmd-chip {
+  display: inline-flex;
+  align-items: center;
+  gap: 0.25rem;
+  padding: 0.2rem 0.65rem;
+  border-radius: 9999px;
+  font-size: 0.75rem;
+  font-weight: 500;
+  border-width: 1px;
+}
+.wmd-badge.wmd-chip-removable { padding-right: 0.35rem; }
+.wmd-chip-dismiss {
+  display: inline-flex;
+  align-items: center;
+  justify-content: center;
+  width: 1.1rem;
+  height: 1.1rem;
+  margin-left: 0.15rem;
+  border: none;
+  border-radius: 9999px;
+  background: transparent;
+  color: inherit;
+  font-size: 0.85rem;
+  line-height: 1;
+  cursor: pointer;
+  opacity: 0.7;
+}
+.wmd-chip-dismiss:hover { opacity: 1; background: rgba(0,0,0,0.08); }
+
+.wmd-annotated { position: relative; padding: 2.25rem 8.75rem; min-height: 4rem; }
+.wmd-callout {
+  position: absolute;
+  z-index: 6;
+  width: 7.5rem;
+  font-size: 0.8rem;
+  line-height: 1.2;
+  font-weight: 700;
+  color: #333;
+  text-align: center;
+  pointer-events: none;
+  background: transparent;
+}
+.wmd-callout p, .wmd-callout .wmd-paragraph { margin: 0; }
+.wmd-callout-leaders {
+  position: absolute;
+  inset: 0;
+  width: 100%;
+  height: 100%;
+  pointer-events: none;
+  overflow: visible;
+  z-index: 5;
+}
+.wmd-callout-leaders path {
+  fill: none;
+  stroke: #444;
+  stroke-width: 1.35;
+  stroke-dasharray: 5 3.5;
+  stroke-linecap: round;
+  stroke-linejoin: round;
+}
+.wmd-callout-leaders circle { fill: #444; stroke: none; }
+.wmd-sketch .wmd-callout { transform: rotate(-1.2deg); }
+.wmd-sketch .wmd-callout-right { transform: rotate(1.2deg); }
+
+.wmd-grid.wmd-start { align-items: start; }
+.wmd-document {
+  background: #fff;
+  min-height: 22rem;
+  padding: 1.25rem 1.5rem 2rem;
+  box-shadow: 2px 3px 0 rgba(0,0,0,0.08);
+}
+.wmd-retrieved {
+  background: #fff;
+  border: 1.5px solid #666;
+  padding: 0.45rem 0.7rem;
+  margin: 0.5rem 0;
+}
+.wmd-evidence {
+  background: #c8e6c9;
+  border: 1.5px solid #2e7d32;
+  padding: 0.45rem 0.7rem;
+  margin: 0.5rem 0;
+}
+.wmd-tooltip {
+  display: inline-block;
+  font-size: 0.75rem;
+  font-weight: 700;
+  padding: 0.15rem 0.45rem;
+  border: 1px solid #333;
+  background: #fffbe6;
+  transform: rotate(-1deg);
+}
+
+.wmd-demo { display: grid; grid-template-columns: 1fr 1fr; border: 1px solid #d0d0d0; border-radius: 6px; overflow: hidden; margin: 1rem 0; }
+.wmd-demo-preview { padding: 1.5rem; border-right: 1px solid #d0d0d0; }
+.wmd-demo-code { background: #f6f8fa; overflow: auto; display: flex; flex-direction: column; }
+.wmd-demo-code-toolbar { display: flex; justify-content: flex-end; padding: 0.5rem 0.75rem 0; }
+.wmd-demo-copy { background: none; border: 1px solid #ccc; border-radius: 4px; padding: 2px 8px; font-size: 0.75em; color: #666; cursor: pointer; font-family: inherit; }
+.wmd-demo-copy:hover { background: #e8e8e8; color: #333; }
+.wmd-demo-code pre { margin: 0; padding: 0.75rem 1.5rem 1.25rem; font-size: 0.8em; font-family: 'Courier New', Courier, monospace; line-height: 1.6; white-space: pre; }
+.wmd-demo-code code { display: block; color: #444; }
+
+/* wiremd Sketch Style - Balsamiq-inspired hand-drawn mockups */
+@import url('https://fonts.googleapis.com/css2?family=Kalam:wght@400;700&display=swap');
+
+* {
+  box-sizing: border-box;
+}
+
+body.wmd-root {
+  font-family: 'Kalam', 'Comic Sans MS', 'Marker Felt', 'Chalkboard', cursive, sans-serif;
+  background-color: #fafafa;
+  background-image: radial-gradient(circle, #c8c8c8 1px, transparent 1px);
+  background-size: 20px 20px;
+  color: #333;
+  padding: 20px;
+  margin: 0;
+  line-height: 1.6;
+}
+
+/* Headings */
+.wmd-h1, .wmd-h2, .wmd-h3, .wmd-h4, .wmd-h5, .wmd-h6 {
+  font-weight: bold;
+  margin: 1em 0 0.5em;
+  line-height: 1.3;
+}
+
+.wmd-h1 { font-size: 2em; text-decoration: underline; }
+.wmd-h2 { font-size: 1.75em; }
+.wmd-h3 { font-size: 1.5em; }
+.wmd-h4 { font-size: 1.25em; }
+.wmd-h5 { font-size: 1.1em; }
+.wmd-h6 { font-size: 1em; }
+
+/* Paragraph */
+.wmd-paragraph {
+  margin: 0.5em 0;
+}
+
+/* Buttons */
+.wmd-button {
+  display: inline-block;
+  padding: 8px 16px;
+  margin: 4px;
+  background: #fff;
+  border: 2px solid #000;
+  border-radius: 8px;
+  font-family: inherit;
+  font-size: 14px;
+  font-weight: bold;
+  cursor: pointer;
+  box-shadow: 2px 2px 0 rgba(0,0,0,0.2);
+  transform: rotate(-0.5deg);
+  transition: all 0.1s;
+}
+
+.wmd-button:hover {
+  transform: rotate(-0.5deg) translateY(-2px);
+  box-shadow: 3px 3px 0 rgba(0,0,0,0.2);
+}
+
+.wmd-button-primary, .wmd-button.wmd-primary {
+  background: #87CEEB;
+  border-color: #4682B4;
+}
+
+.wmd-button-secondary, .wmd-button.wmd-secondary {
+  background: #DDD;
+  border-color: #999;
+}
+
+.wmd-button-danger, .wmd-button.wmd-danger {
+  background: #FFB6C1;
+  border-color: #DC143C;
+}
+
+.wmd-button[disabled], .wmd-button.wmd-state-disabled {
+  opacity: 0.5;
+  cursor: not-allowed;
+}
+
+.wmd-button.wmd-loading::after {
+  content: '...';
+  animation: loading 1s infinite;
+}
+
+/* Pills / Badges */
+.wmd-badge {
+  display: inline-block;
+  padding: 2px 10px;
+  margin: 0 2px;
+  border: 2px solid #000;
+  border-radius: 12px;
+  font-family: inherit;
+  font-size: 12px;
+  font-weight: bold;
+  background: #f0f0f0;
+  transform: rotate(-0.3deg);
+}
+.wmd-badge-primary { background: #87CEEB; border-color: #4682B4; }
+.wmd-badge-success { background: #90EE90; border-color: #228B22; }
+.wmd-badge-warning { background: #FFE4B5; border-color: #DAA520; }
+.wmd-badge-error { background: #FFB6C1; border-color: #DC143C; }
+
+/* Inputs */
+.wmd-input, .wmd-textarea, .wmd-select {
+  display: block;
+  width: 100%;
+  max-width: 400px;
+  padding: 8px 12px;
+  margin: 4px 0;
+  font-family: inherit;
+  font-size: 14px;
+  background: #fff;
+  border: 2px solid #666;
+  border-radius: 4px;
+  transform: rotate(0.3deg);
+}
+
+.wmd-input:focus, .wmd-textarea:focus, .wmd-select:focus {
+  outline: 2px solid #4682B4;
+  outline-offset: 2px;
+}
+
+.wmd-input[disabled], .wmd-input.wmd-state-disabled,
+.wmd-textarea[disabled], .wmd-textarea.wmd-state-disabled,
+.wmd-select[disabled], .wmd-select.wmd-state-disabled {
+  opacity: 0.5;
+  cursor: not-allowed;
+  background: #f5f5f5;
+}
+
+.wmd-textarea {
+  resize: vertical;
+  min-height: 80px;
+}
+
+/* Checkboxes and Radios */
+.wmd-checkbox, .wmd-radio {
+  display: flex;
+  align-items: center;
+  gap: 8px;
+  margin: 6px 0;
+  cursor: pointer;
+  user-select: none;
+}
+
+.wmd-checkbox input[type="checkbox"],
+.wmd-radio input[type="radio"] {
+  width: 20px;
+  height: 20px;
+  cursor: pointer;
+}
+
+/* Icons */
+.wmd-icon {
+  display: inline-block;
+  font-size: 1.2em;
+  line-height: 1;
+  vertical-align: middle;
+  margin: 0 0.2em;
+}
+
+/* Containers */
+.wmd-container-hero, .wmd-container-card, .wmd-container-modal {
+  background: #fff;
+  border: 3px solid #000;
+  border-radius: 12px;
+  padding: 24px;
+  margin: 16px 0;
+  box-shadow: 4px 4px 0 rgba(0,0,0,0.15);
+  transform: rotate(-0.3deg);
+}
+
+.wmd-container-hero {
+  background: linear-gradient(135deg, #FFF9E6 0%, #FFE6CC 100%);
+  text-align: center;
+  padding: 48px 24px;
+}
+
+.wmd-container-modal {
+  position: relative;
+  max-width: 500px;
+  margin: 32px auto;
+  border-width: 4px;
+}
+
+/* Radio Groups */
+.wmd-radio-group {
+  display: flex;
+  flex-direction: column;
+  gap: 8px;
+  margin: 8px 0;
+}
+
+.wmd-radio-group-inline {
+  flex-direction: row;
+  flex-wrap: wrap;
+  gap: 12px;
+}
+
+.wmd-radio-group-inline .wmd-radio {
+  margin: 0;
+}
+
+/* Icons */
+.wmd-icon {
+  display: inline-block;
+  font-size: 1.2em;
+  line-height: 1;
+  vertical-align: middle;
+  margin: 0 0.2em;
+}
+
+/* Navigation */
+.wmd-nav {
+  background: #87CEEB;
+  border: 3px solid #4682B4;
+  border-radius: 8px;
+  padding: 12px 16px;
+  margin: 16px 0;
+  box-shadow: 3px 3px 0 rgba(0,0,0,0.15);
+}
+
+.wmd-nav-content {
+  display: flex;
+  align-items: center;
+  gap: 16px;
+  flex-wrap: wrap;
+}
+
+.wmd-brand {
+  font-weight: bold;
+  font-size: 1.2em;
+  margin-right: auto;
+}
+
+.wmd-nav-item {
+  display: inline-block;
+  color: #000;
+  text-decoration: none;
+  font-weight: bold;
+  padding: 6px 14px;
+  background: #fff;
+  border: 2px solid #000;
+  border-radius: 6px;
+  box-shadow: 2px 2px 0 rgba(0,0,0,0.15);
+  transform: rotate(0.3deg);
+  transition: all 0.1s;
+}
+
+.wmd-nav-item:hover {
+  transform: rotate(0.3deg) translateY(-1px);
+  box-shadow: 2px 3px 0 rgba(0,0,0,0.15);
+  background: #f8f8f8;
+}
+
+.wmd-nav-item.wmd-active {
+  background: #000;
+  color: #fff;
+  border-color: #000;
+  transform: rotate(0.3deg);
+}
+
+.wmd-nav .wmd-button {
+  margin: 0;
+}
+
+.wmd-breadcrumbs {
+  display: flex;
+  align-items: center;
+  gap: 6px;
+  flex-wrap: wrap;
+  margin: 8px 0;
+  font-size: 0.9em;
+}
+
+.wmd-breadcrumb-item a {
+  color: #4682B4;
+  text-decoration: underline;
+  text-underline-offset: 2px;
+}
+
+.wmd-breadcrumb-current {
+  font-weight: bold;
+  color: #222;
+}
+
+.wmd-breadcrumb-sep {
+  color: #888;
+  font-size: 1.1em;
+}
+
+/* Sidebar */
+.wmd-container-sidebar {
+  display: flex;
+  flex-direction: column;
+  gap: 4px;
+  width: 180px;
+  padding: 12px;
+  background: #f0f8ff;
+  border: 2px solid #4682B4;
+  border-radius: 8px;
+  box-shadow: 3px 3px 0 rgba(0,0,0,0.15);
+}
+.wmd-container-sidebar .wmd-button {
+  display: block;
+  width: 100%;
+  text-align: left;
+  margin: 0;
+}
+.wmd-container-sidebar .wmd-h4 {
+  margin: 12px 0 4px;
+  font-size: 0.85em;
+  opacity: 0.6;
+  text-transform: uppercase;
+}
+.wmd-container-sidebar .wmd-separator {
+  margin: 8px 0;
+}
+
+/* Layout: sidebar-main */
+.wmd-container-layout.wmd-sidebar-main {
+  display: grid;
+  grid-template-columns: 220px 1fr;
+  gap: 16px;
+  align-items: start;
+}
+.wmd-layout-sidebar {
+  display: flex;
+  flex-direction: column;
+  gap: 4px;
+}
+.wmd-layout-sidebar .wmd-container-sidebar { width: 100%; }
+.wmd-layout-sidebar .wmd-button { display: block; width: 100%; text-align: left; margin: 2px 0; }
+.wmd-layout-sidebar .wmd-h4 { margin: 12px 0 4px; font-size: 0.85em; opacity: 0.6; text-transform: uppercase; }
+.wmd-layout-sidebar .wmd-separator { margin: 8px 0; }
+.wmd-layout-main {
+  min-width: 0;
+}
+
+/* Grid */
+.wmd-grid {
+  display: grid;
+  grid-template-columns: repeat(var(--grid-columns, 3), 1fr);
+  gap: 24px;
+  margin: 24px 0;
+  align-items: center;
+}
+
+.wmd-grid-2 { grid-template-columns: repeat(2, 1fr); }
+.wmd-grid-3 { grid-template-columns: repeat(3, 1fr); }
+.wmd-grid-4 { grid-template-columns: repeat(4, 1fr); }
+
+.wmd-grid-item { min-width: 0; }
+
+.wmd-col-span-1 { grid-column: span 1; }
+.wmd-col-span-2 { grid-column: span 2; }
+.wmd-col-span-3 { grid-column: span 3; }
+.wmd-col-span-4 { grid-column: span 4; }
+
+.wmd-grid-item-card {
+  background: #fff;
+  border: 2px solid #666;
+  border-radius: 8px;
+  padding: 16px;
+  box-shadow: 2px 2px 0 rgba(0,0,0,0.1);
+  transform: rotate(0.5deg);
+}
+.wmd-grid-item-card:nth-child(even) { transform: rotate(-0.5deg); }
+.wmd-grid-item-card.wmd-primary {
+  background: #e8e8e8;
+  border-width: 3px;
+  box-shadow: 4px 4px 0 rgba(0,0,0,0.2);
+  transform: rotate(-0.8deg);
+}
+
+/* Lists */
+.wmd-list {
+  margin: 12px 0;
+  padding-left: 24px;
+}
+
+.wmd-list-item {
+  margin: 4px 0;
+}
+
+/* Blockquote */
+.wmd-blockquote {
+  border-left: 4px solid #666;
+  padding-left: 16px;
+  margin: 16px 0;
+  font-style: italic;
+  color: #555;
+}
+
+/* Code */
+.wmd-code-inline {
+  background: #FFF3CD;
+  border: 1px solid #FFC107;
+  border-radius: 3px;
+  padding: 2px 6px;
+  font-family: 'Courier New', monospace;
+  font-size: 0.9em;
+}
+
+.wmd-code-block {
+  background: #FFF3CD;
+  border: 2px solid #FFC107;
+  border-radius: 6px;
+  padding: 12px;
+  margin: 12px 0;
+  overflow-x: auto;
+}
+
+.wmd-code-block code {
+  font-family: 'Courier New', monospace;
+  font-size: 0.9em;
+}
+
+/* Separator */
+.wmd-separator {
+  border: none;
+  border-top: 3px dashed #666;
+  margin: 24px 0;
+}
+
+/* Table */
+.wmd-table {
+  width: 100%;
+  border-collapse: separate;
+  border-spacing: 0;
+  border: 3px solid #000;
+  border-radius: 8px;
+  margin: 16px 0;
+  overflow: hidden;
+}
+
+.wmd-table th, .wmd-table td {
+  border: 2px solid #666;
+  padding: 8px 12px;
+  text-align: left;
+}
+
+.wmd-table th {
+  background: #DDD;
+  font-weight: bold;
+}
+
+/* Table cell alignment - more specific to override th/td defaults */
+.wmd-table .wmd-align-left {
+  text-align: left !important;
+}
+
+.wmd-table .wmd-align-center {
+  text-align: center !important;
+}
+
+.wmd-table .wmd-align-right {
+  text-align: right !important;
+}
+
+/* State Containers */
+.wmd-container-loading-state {
+  background: #fff;
+  border: 2px solid #87CEEB;
+  border-radius: 8px;
+  padding: 32px;
+  margin: 16px 0;
+  text-align: center;
+  position: relative;
+}
+
+.wmd-container-loading-state::before {
+  content: '⟳';
+  display: block;
+  font-size: 48px;
+  margin-bottom: 16px;
+  animation: spin 1.5s linear infinite;
+  transform-origin: center;
+}
+
+.wmd-container-empty-state {
+  background: #f5f5f5;
+  border: 2px dashed #999;
+  border-radius: 8px;
+  padding: 48px 32px;
+  margin: 16px 0;
+  text-align: center;
+  color: #666;
+}
+
+.wmd-container-empty-state::before {
+  content: '📭';
+  display: block;
+  font-size: 64px;
+  margin-bottom: 16px;
+  opacity: 0.5;
+}
+
+.wmd-container-error-state {
+  background: #FFE6E6;
+  border: 3px solid #DC143C;
+  border-radius: 8px;
+  padding: 32px;
+  margin: 16px 0;
+  text-align: center;
+}
+
+.wmd-container-error-state::before {
+  content: '⚠️';
+  display: block;
+  font-size: 48px;
+  margin-bottom: 16px;
+}
+
+/* Responsive */
+@media (max-width: 768px) {
+  .wmd-grid {
+    grid-template-columns: 1fr !important;
+  }
+
+  .wmd-col-span-1,
+  .wmd-col-span-2,
+  .wmd-col-span-3,
+  .wmd-col-span-4 {
+    grid-column: span 1;
+  }
+
+  .wmd-nav-content {
+    flex-direction: column;
+    align-items: stretch;
+  }
+
+  .wmd-brand {
+    margin-right: 0;
+  }
+}
+
+@keyframes loading {
+  0%, 100% { opacity: 1; }
+  50% { opacity: 0.5; }
+}
+
+@keyframes spin {
+  from { transform: rotate(0deg); }
+  to { transform: rotate(360deg); }
+}
+
+/* Tabs */
+.wmd-tabs { margin: 12px 0; }
+.wmd-tab-headers { border-bottom-color: #666; }
+.wmd-tab-header { color: #666; }
+.wmd-tab-header:hover { color: #000; }
+.wmd-tab-header.wmd-active { border-bottom-color: #000; color: #000; }
+
+.wmd-container-card.wmd-retrieved, .wmd-retrieved {
+  background: #fff;
+  border: 1.5px solid #888;
+}
+.wmd-container-card.wmd-evidence, .wmd-evidence {
+  background: #c8e6c9;
+  border: 2px solid #2e7d32;
+}
+
+  </style>
+</head>
+<body class="wmd-root wmd-sketch wmd-has-callouts">
+  <div class="wmd-annotated">
+  <h1 class="wmd-h1">Benchmark · Evaluation</h1>
+<p class="wmd-paragraph">Run a ranking evaluation against a shared benchmark.</p>
+<div id="tabs" class="wmd-container-card">
+  <div class="wmd-container-button-group">
+  <button class="wmd-button">Upload &amp; map</button>
+  <button class="wmd-button wmd-button-primary">Evaluation</button>
+  <button class="wmd-button">Results</button>
+  <button class="wmd-button">Annotation</button>
+</div>
+</div>
+<div id="mode" class="wmd-container-card">
+  <h3 class="wmd-h3">Evaluation mode</h3>
+  <ul class="wmd-list">
+  <label class="wmd-radio">
+    <input type="radio" checked />
+    <span>Ranking</span>
+  </label>
+  <label class="wmd-radio">
+    <input type="radio" />
+    <span>Classification</span>
+  </label>
+</ul>
+  <p class="wmd-paragraph">Ranking compares the order of retrieved chunks. Classification compares one predicted label per question.</p>
+</div>
+<div class="wmd-container-{#benchmark}">
+  <h3 class="wmd-h3">Benchmark set</h3>
+  <select class="wmd-select">
+    <option value="" disabled selected>ClimRetrieve v1</option>
+    <option value="ClimRetrieve v1">ClimRetrieve v1</option>
+    <option value="ClimRetrieve report-level">ClimRetrieve report-level</option>
+    <option value="ClimateFinanceBench">ClimateFinanceBench</option>
+  </select>
+  <p class="wmd-paragraph">16 questions · 4 question types · shared reference set</p>
+</div>
+<div class="wmd-container-{#dataset}">
+  <h3 class="wmd-h3">Your dataset</h3>
+  <select class="wmd-select">
+    <option value="" disabled selected>Microsoft retrieval · v2</option>
+    <option value="Microsoft retrieval · v2">Microsoft retrieval · v2</option>
+    <option value="chunks_data.csv">chunks_data.csv</option>
+    <option value="Northwind retrieval · v1">Northwind retrieval · v1</option>
+  </select>
+  <p class="wmd-paragraph">Saved from Upload &amp; map · ranking format validated</p>
+</div>
+<div id="coverage" class="wmd-container-card">
+  <h3 class="wmd-h3">Question matching</h3>
+  <p class="wmd-paragraph"><strong>12 / 16 questions will be evaluated</strong></p>
+  <p class="wmd-paragraph">███████████████░░░ 75%</p>
+  <p class="wmd-paragraph">12 questions have matching IDs and compatible question types. 4 questions are not present in your dataset and will be excluded.</p>
+  <table class="wmd-table">
+  <thead>
+    <tr>
+      <th class="wmd-table-cell wmd-align-left">Match status</th>
+    <th class="wmd-table-cell wmd-align-right">Questions</th>
+    <th class="wmd-table-cell wmd-align-left">Action</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+    <td class="wmd-table-cell wmd-align-left">Ready to evaluate</td>
+    <td class="wmd-table-cell wmd-align-right">12</td>
+    <td class="wmd-table-cell wmd-align-left">Included</td>
+  </tr>
+    <tr>
+    <td class="wmd-table-cell wmd-align-left">Missing from dataset</td>
+    <td class="wmd-table-cell wmd-align-right">3</td>
+    <td class="wmd-table-cell wmd-align-left">Excluded</td>
+  </tr>
+    <tr>
+    <td class="wmd-table-cell wmd-align-left">Type mismatch</td>
+    <td class="wmd-table-cell wmd-align-right">1</td>
+    <td class="wmd-table-cell wmd-align-left">Excluded</td>
+  </tr>
+  </tbody>
+</table>
+  <p class="wmd-paragraph">Higher question coverage generally gives a more reliable and accurate benchmark result.</p>
+</div>
+<div id="ranking" class="wmd-container-card">
+  <h3 class="wmd-h3">Ranking configuration</h3>
+  <div class="wmd-radio-group wmd-radio-group-inline">
+    <label class="wmd-radio">
+    <input type="radio" checked name="radio-ltbe681h3" />
+    <span>Ordered chunks per question</span>
+  </label>
+    <label class="wmd-radio">
+    <input type="radio" name="radio-ltbe681h3" />
+    <span>Relevance scores only</span>
+  </label>
+</div>
+  <p class="wmd-paragraph">K values: </p>
+  <p class="wmd-paragraph">Evaluation name: </p>
+  <div class="wmd-container-button-group">
+  <button class="wmd-button">Review matched questions</button>
+  <button class="wmd-button wmd-button-primary">Start evaluation</button>
+</div>
+</div>
+  <aside class="wmd-callout wmd-callout-left" data-callout-for="mode" data-callout-side="left"><p class="wmd-paragraph">choose a track</p></aside>
+<aside class="wmd-callout wmd-callout-left" data-callout-for="benchmark" data-callout-side="left"><p class="wmd-paragraph">same questions
+for every run</p></aside>
+<aside class="wmd-callout wmd-callout-right" data-callout-for="dataset" data-callout-side="right"><p class="wmd-paragraph">your configured
+dataset</p></aside>
+<aside class="wmd-callout wmd-callout-left" data-callout-for="coverage" data-callout-side="left"><p class="wmd-paragraph">coverage affects
+confidence</p></aside>
+<aside class="wmd-callout wmd-callout-right" data-callout-for="ranking" data-callout-side="right"><p class="wmd-paragraph">MAP · MRR · Precision@K · Recall@K</p></aside>
+  <svg class="wmd-callout-leaders" aria-hidden="true"></svg>
+</div>
+<script>(function(){
+if(window.__wmdCalloutsInit)return;window.__wmdCalloutsInit=true;
+function layout(){
+  document.querySelectorAll('.wmd-annotated').forEach(function(frame){
+    var svg=frame.querySelector('.wmd-callout-leaders');
+    if(!svg)return;
+    var fr=frame.getBoundingClientRect();
+    var w=frame.offsetWidth,h=frame.offsetHeight;
+    svg.setAttribute('viewBox','0 0 '+w+' '+h);
+    svg.setAttribute('width',String(w));
+    svg.setAttribute('height',String(h));
+    while(svg.firstChild)svg.removeChild(svg.firstChild);
+    var used={left:[],right:[],top:[],bottom:[]};
+    frame.querySelectorAll('.wmd-callout').forEach(function(el){
+      var id=el.getAttribute('data-callout-for');
+      var side=el.getAttribute('data-callout-side')||'left';
+      var target=id?document.getElementById(id):null;
+      if(!target){el.style.visibility='hidden';return;}
+      el.style.visibility='visible';
+      var t=target.getBoundingClientRect();
+      var gap=26;
+      var y=t.top-fr.top+t.height/2-el.offsetHeight/2;
+      var stack=used[side]||(used[side]=[]);
+      stack.forEach(function(prev){if(Math.abs(y-prev)<gap)y=prev+gap;});
+      stack.push(y);
+      el.style.position='absolute';
+      if(side==='left'){el.style.top=y+'px';el.style.left='0.4rem';el.style.right='auto';el.style.bottom='auto';}
+      else if(side==='right'){el.style.top=y+'px';el.style.right='0.4rem';el.style.left='auto';el.style.bottom='auto';}
+      else if(side==='top'){el.style.top='0.35rem';el.style.left=(t.left-fr.left+t.width/2-el.offsetWidth/2)+'px';el.style.right='auto';el.style.bottom='auto';}
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+      var x1,y1,x2,y2;
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+function run(){layout();}
+if(document.fonts&&document.fonts.ready)document.fonts.ready.then(run);
+window.addEventListener('load',run);
+window.addEventListener('resize',run);
+if(document.readyState==='complete')run();
+else document.addEventListener('DOMContentLoaded',run);
+})();</script>
+</body>
+</html>
\ No newline at end of file
diff --git a/docs/wireframes/out/benchmark-results-compare.html b/docs/wireframes/out/benchmark-results-compare.html
new file mode 100644
index 00000000..9f58714e
--- /dev/null
+++ b/docs/wireframes/out/benchmark-results-compare.html
@@ -0,0 +1,931 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+  <meta charset="UTF-8">
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  <title>wiremd Mockup</title>
+  <style>
+a.wmd-button { text-decoration: none; color: inherit; }
+
+.wmd-tab-headers { display: flex; gap: 0; border-bottom: 2px solid #e0e0e0; margin-bottom: 12px; }
+.wmd-tab-header { display: inline-block; padding: 8px 16px; border: none; border-bottom: 2px solid transparent; margin-bottom: -2px; font-size: 14px; font-weight: 500; color: #888; background: transparent; cursor: pointer; font-family: inherit; transition: color 0.15s; }
+.wmd-tab-header:hover { color: #333; }
+.wmd-tab-header.wmd-active { border-bottom-color: currentColor; color: #333; font-weight: 600; }
+.wmd-tab-panel[hidden] { display: none; }
+.wmd-tab-panels { padding: 12px 0; }
+
+.wmd-row { display: flex; align-items: center; gap: 0.75rem; flex-wrap: wrap; }
+.wmd-row > .wmd-grid-item { flex: 0 1 auto; min-width: 0; }
+.wmd-row.wmd-right { justify-content: flex-end; }
+.wmd-row.wmd-center { justify-content: center; }
+.wmd-align-left { margin-right: auto; }
+.wmd-align-right { margin-left: auto; }
+.wmd-align-center { margin: auto; }
+.wmd-container-button-group > .wmd-input,
+.wmd-container-button-group > .wmd-select,
+.wmd-row > .wmd-grid-item > .wmd-input,
+.wmd-row > .wmd-grid-item > .wmd-select { display: inline-block; width: auto; }
+.wmd-row.wmd-toggle-group { gap: 0; flex-wrap: nowrap; }
+.wmd-row.wmd-toggle-group > .wmd-grid-item { flex: 1 1 0; }
+.wmd-row.wmd-toggle-group .wmd-container-button-group { display: flex; width: 100%; gap: 0; }
+.wmd-row.wmd-toggle-group .wmd-button {
+  flex: 1 1 0;
+  border-radius: 0;
+  margin: 0;
+  justify-content: center;
+}
+.wmd-row.wmd-toggle-group .wmd-button:first-child { border-radius: 9999px 0 0 9999px; }
+.wmd-row.wmd-toggle-group .wmd-button:last-child { border-radius: 0 9999px 9999px 0; }
+.wmd-row.wmd-toggle-group .wmd-grid-item:first-child .wmd-button:first-child { border-radius: 9999px 0 0 9999px; }
+.wmd-row.wmd-toggle-group .wmd-grid-item:last-child .wmd-button:last-child { border-radius: 0 9999px 9999px 0; }
+
+.wmd-container-bottom-nav {
+  position: sticky;
+  bottom: 0;
+  left: 0;
+  right: 0;
+  display: block;
+  margin: 1.5rem -1.5rem -1.5rem;
+  padding: 0.35rem 0.5rem calc(0.35rem + env(safe-area-inset-bottom, 0));
+  border-top: 1px solid #e0e0e0;
+  background: #fff;
+  z-index: 20;
+}
+.wmd-bottom-nav-content {
+  display: flex;
+  align-items: stretch;
+  justify-content: space-around;
+  gap: 0.25rem;
+}
+.wmd-container-bottom-nav .wmd-nav-item,
+.wmd-container-bottom-nav .wmd-button {
+  flex: 1 1 0;
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  justify-content: center;
+  gap: 0.15rem;
+  min-height: 3.25rem;
+  padding: 0.35rem 0.25rem;
+  border: none;
+  background: transparent;
+  border-radius: 0.75rem;
+  font-size: 0.7rem;
+  font-weight: 500;
+  color: #666;
+  text-decoration: none;
+}
+.wmd-container-bottom-nav .wmd-nav-item.wmd-active,
+.wmd-container-bottom-nav .wmd-button.wmd-active,
+.wmd-container-bottom-nav .wmd-button-primary {
+  color: #111;
+  font-weight: 700;
+  background: #f3f3f3;
+}
+.wmd-container-bottom-nav .wmd-icon { font-size: 1.25rem; line-height: 1; }
+.wmd-badge.wmd-chip {
+  display: inline-flex;
+  align-items: center;
+  gap: 0.25rem;
+  padding: 0.2rem 0.65rem;
+  border-radius: 9999px;
+  font-size: 0.75rem;
+  font-weight: 500;
+  border-width: 1px;
+}
+.wmd-badge.wmd-chip-removable { padding-right: 0.35rem; }
+.wmd-chip-dismiss {
+  display: inline-flex;
+  align-items: center;
+  justify-content: center;
+  width: 1.1rem;
+  height: 1.1rem;
+  margin-left: 0.15rem;
+  border: none;
+  border-radius: 9999px;
+  background: transparent;
+  color: inherit;
+  font-size: 0.85rem;
+  line-height: 1;
+  cursor: pointer;
+  opacity: 0.7;
+}
+.wmd-chip-dismiss:hover { opacity: 1; background: rgba(0,0,0,0.08); }
+
+.wmd-annotated { position: relative; padding: 2.25rem 8.75rem; min-height: 4rem; }
+.wmd-callout {
+  position: absolute;
+  z-index: 6;
+  width: 7.5rem;
+  font-size: 0.8rem;
+  line-height: 1.2;
+  font-weight: 700;
+  color: #333;
+  text-align: center;
+  pointer-events: none;
+  background: transparent;
+}
+.wmd-callout p, .wmd-callout .wmd-paragraph { margin: 0; }
+.wmd-callout-leaders {
+  position: absolute;
+  inset: 0;
+  width: 100%;
+  height: 100%;
+  pointer-events: none;
+  overflow: visible;
+  z-index: 5;
+}
+.wmd-callout-leaders path {
+  fill: none;
+  stroke: #444;
+  stroke-width: 1.35;
+  stroke-dasharray: 5 3.5;
+  stroke-linecap: round;
+  stroke-linejoin: round;
+}
+.wmd-callout-leaders circle { fill: #444; stroke: none; }
+.wmd-sketch .wmd-callout { transform: rotate(-1.2deg); }
+.wmd-sketch .wmd-callout-right { transform: rotate(1.2deg); }
+
+.wmd-grid.wmd-start { align-items: start; }
+.wmd-document {
+  background: #fff;
+  min-height: 22rem;
+  padding: 1.25rem 1.5rem 2rem;
+  box-shadow: 2px 3px 0 rgba(0,0,0,0.08);
+}
+.wmd-retrieved {
+  background: #fff;
+  border: 1.5px solid #666;
+  padding: 0.45rem 0.7rem;
+  margin: 0.5rem 0;
+}
+.wmd-evidence {
+  background: #c8e6c9;
+  border: 1.5px solid #2e7d32;
+  padding: 0.45rem 0.7rem;
+  margin: 0.5rem 0;
+}
+.wmd-tooltip {
+  display: inline-block;
+  font-size: 0.75rem;
+  font-weight: 700;
+  padding: 0.15rem 0.45rem;
+  border: 1px solid #333;
+  background: #fffbe6;
+  transform: rotate(-1deg);
+}
+
+.wmd-demo { display: grid; grid-template-columns: 1fr 1fr; border: 1px solid #d0d0d0; border-radius: 6px; overflow: hidden; margin: 1rem 0; }
+.wmd-demo-preview { padding: 1.5rem; border-right: 1px solid #d0d0d0; }
+.wmd-demo-code { background: #f6f8fa; overflow: auto; display: flex; flex-direction: column; }
+.wmd-demo-code-toolbar { display: flex; justify-content: flex-end; padding: 0.5rem 0.75rem 0; }
+.wmd-demo-copy { background: none; border: 1px solid #ccc; border-radius: 4px; padding: 2px 8px; font-size: 0.75em; color: #666; cursor: pointer; font-family: inherit; }
+.wmd-demo-copy:hover { background: #e8e8e8; color: #333; }
+.wmd-demo-code pre { margin: 0; padding: 0.75rem 1.5rem 1.25rem; font-size: 0.8em; font-family: 'Courier New', Courier, monospace; line-height: 1.6; white-space: pre; }
+.wmd-demo-code code { display: block; color: #444; }
+
+/* wiremd Sketch Style - Balsamiq-inspired hand-drawn mockups */
+@import url('https://fonts.googleapis.com/css2?family=Kalam:wght@400;700&display=swap');
+
+* {
+  box-sizing: border-box;
+}
+
+body.wmd-root {
+  font-family: 'Kalam', 'Comic Sans MS', 'Marker Felt', 'Chalkboard', cursive, sans-serif;
+  background-color: #fafafa;
+  background-image: radial-gradient(circle, #c8c8c8 1px, transparent 1px);
+  background-size: 20px 20px;
+  color: #333;
+  padding: 20px;
+  margin: 0;
+  line-height: 1.6;
+}
+
+/* Headings */
+.wmd-h1, .wmd-h2, .wmd-h3, .wmd-h4, .wmd-h5, .wmd-h6 {
+  font-weight: bold;
+  margin: 1em 0 0.5em;
+  line-height: 1.3;
+}
+
+.wmd-h1 { font-size: 2em; text-decoration: underline; }
+.wmd-h2 { font-size: 1.75em; }
+.wmd-h3 { font-size: 1.5em; }
+.wmd-h4 { font-size: 1.25em; }
+.wmd-h5 { font-size: 1.1em; }
+.wmd-h6 { font-size: 1em; }
+
+/* Paragraph */
+.wmd-paragraph {
+  margin: 0.5em 0;
+}
+
+/* Buttons */
+.wmd-button {
+  display: inline-block;
+  padding: 8px 16px;
+  margin: 4px;
+  background: #fff;
+  border: 2px solid #000;
+  border-radius: 8px;
+  font-family: inherit;
+  font-size: 14px;
+  font-weight: bold;
+  cursor: pointer;
+  box-shadow: 2px 2px 0 rgba(0,0,0,0.2);
+  transform: rotate(-0.5deg);
+  transition: all 0.1s;
+}
+
+.wmd-button:hover {
+  transform: rotate(-0.5deg) translateY(-2px);
+  box-shadow: 3px 3px 0 rgba(0,0,0,0.2);
+}
+
+.wmd-button-primary, .wmd-button.wmd-primary {
+  background: #87CEEB;
+  border-color: #4682B4;
+}
+
+.wmd-button-secondary, .wmd-button.wmd-secondary {
+  background: #DDD;
+  border-color: #999;
+}
+
+.wmd-button-danger, .wmd-button.wmd-danger {
+  background: #FFB6C1;
+  border-color: #DC143C;
+}
+
+.wmd-button[disabled], .wmd-button.wmd-state-disabled {
+  opacity: 0.5;
+  cursor: not-allowed;
+}
+
+.wmd-button.wmd-loading::after {
+  content: '...';
+  animation: loading 1s infinite;
+}
+
+/* Pills / Badges */
+.wmd-badge {
+  display: inline-block;
+  padding: 2px 10px;
+  margin: 0 2px;
+  border: 2px solid #000;
+  border-radius: 12px;
+  font-family: inherit;
+  font-size: 12px;
+  font-weight: bold;
+  background: #f0f0f0;
+  transform: rotate(-0.3deg);
+}
+.wmd-badge-primary { background: #87CEEB; border-color: #4682B4; }
+.wmd-badge-success { background: #90EE90; border-color: #228B22; }
+.wmd-badge-warning { background: #FFE4B5; border-color: #DAA520; }
+.wmd-badge-error { background: #FFB6C1; border-color: #DC143C; }
+
+/* Inputs */
+.wmd-input, .wmd-textarea, .wmd-select {
+  display: block;
+  width: 100%;
+  max-width: 400px;
+  padding: 8px 12px;
+  margin: 4px 0;
+  font-family: inherit;
+  font-size: 14px;
+  background: #fff;
+  border: 2px solid #666;
+  border-radius: 4px;
+  transform: rotate(0.3deg);
+}
+
+.wmd-input:focus, .wmd-textarea:focus, .wmd-select:focus {
+  outline: 2px solid #4682B4;
+  outline-offset: 2px;
+}
+
+.wmd-input[disabled], .wmd-input.wmd-state-disabled,
+.wmd-textarea[disabled], .wmd-textarea.wmd-state-disabled,
+.wmd-select[disabled], .wmd-select.wmd-state-disabled {
+  opacity: 0.5;
+  cursor: not-allowed;
+  background: #f5f5f5;
+}
+
+.wmd-textarea {
+  resize: vertical;
+  min-height: 80px;
+}
+
+/* Checkboxes and Radios */
+.wmd-checkbox, .wmd-radio {
+  display: flex;
+  align-items: center;
+  gap: 8px;
+  margin: 6px 0;
+  cursor: pointer;
+  user-select: none;
+}
+
+.wmd-checkbox input[type="checkbox"],
+.wmd-radio input[type="radio"] {
+  width: 20px;
+  height: 20px;
+  cursor: pointer;
+}
+
+/* Icons */
+.wmd-icon {
+  display: inline-block;
+  font-size: 1.2em;
+  line-height: 1;
+  vertical-align: middle;
+  margin: 0 0.2em;
+}
+
+/* Containers */
+.wmd-container-hero, .wmd-container-card, .wmd-container-modal {
+  background: #fff;
+  border: 3px solid #000;
+  border-radius: 12px;
+  padding: 24px;
+  margin: 16px 0;
+  box-shadow: 4px 4px 0 rgba(0,0,0,0.15);
+  transform: rotate(-0.3deg);
+}
+
+.wmd-container-hero {
+  background: linear-gradient(135deg, #FFF9E6 0%, #FFE6CC 100%);
+  text-align: center;
+  padding: 48px 24px;
+}
+
+.wmd-container-modal {
+  position: relative;
+  max-width: 500px;
+  margin: 32px auto;
+  border-width: 4px;
+}
+
+/* Radio Groups */
+.wmd-radio-group {
+  display: flex;
+  flex-direction: column;
+  gap: 8px;
+  margin: 8px 0;
+}
+
+.wmd-radio-group-inline {
+  flex-direction: row;
+  flex-wrap: wrap;
+  gap: 12px;
+}
+
+.wmd-radio-group-inline .wmd-radio {
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+  <div class="wmd-annotated">
+  <h1 class="wmd-h1">Benchmark · Results</h1>
+<p class="wmd-paragraph">Review metrics and compare saved evaluations.</p>
+<div id="tabs" class="wmd-container-card">
+  <div class="wmd-container-button-group">
+  <button class="wmd-button">Upload &amp; map</button>
+  <button class="wmd-button">Evaluation</button>
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+  <button class="wmd-button">Annotation</button>
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+</div>
+<div id="summary" class="wmd-container-card">
+  <h3 class="wmd-h3">Microsoft retrieval · v2</h3>
+  <p class="wmd-paragraph">ClimRetrieve v1 · Ranking · Completed 02 Sep 2026, 14:32</p>
+  <p class="wmd-paragraph"><strong>12 / 16 questions evaluated</strong> · 75% coverage · 4 excluded</p>
+  <p class="wmd-paragraph">Higher values indicate that relevant chunks were ranked earlier and the result is more accurate against the reference set.</p>
+</div>
+<h3 class="wmd-h3">Result</h3>
+<table class="wmd-table">
+  <thead>
+    <tr>
+      <th class="wmd-table-cell wmd-align-left">MAP</th>
+    <th class="wmd-table-cell wmd-align-left">MRR</th>
+    <th class="wmd-table-cell wmd-align-left">Precision@5</th>
+    <th class="wmd-table-cell wmd-align-left">Recall@10</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+    <td class="wmd-table-cell wmd-align-left">0.742</td>
+    <td class="wmd-table-cell wmd-align-left">0.833</td>
+    <td class="wmd-table-cell wmd-align-left">0.780</td>
+    <td class="wmd-table-cell wmd-align-left">0.910</td>
+  </tr>
+  </tbody>
+</table>
+<div id="compare" class="wmd-container-card">
+  <h3 class="wmd-h3">Compare evaluations</h3>
+  <p class="wmd-paragraph">Select saved runs to compare side by side.</p>
+  <table class="wmd-table">
+  <thead>
+    <tr>
+      <th class="wmd-table-cell wmd-align-left">Evaluation</th>
+    <th class="wmd-table-cell wmd-align-left">Dataset</th>
+    <th class="wmd-table-cell wmd-align-right">Questions</th>
+    <th class="wmd-table-cell wmd-align-right">MAP</th>
+    <th class="wmd-table-cell wmd-align-right">MRR</th>
+    <th class="wmd-table-cell wmd-align-right">Precision@5</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+    <td class="wmd-table-cell wmd-align-left">[x] Microsoft v2</td>
+    <td class="wmd-table-cell wmd-align-left">Microsoft retrieval · v2</td>
+    <td class="wmd-table-cell wmd-align-right">12/16</td>
+    <td class="wmd-table-cell wmd-align-right"><strong>0.742</strong></td>
+    <td class="wmd-table-cell wmd-align-right"><strong>0.833</strong></td>
+    <td class="wmd-table-cell wmd-align-right"><strong>0.780</strong></td>
+  </tr>
+    <tr>
+    <td class="wmd-table-cell wmd-align-left">[x] Northwind v1</td>
+    <td class="wmd-table-cell wmd-align-left">Northwind retrieval · v1</td>
+    <td class="wmd-table-cell wmd-align-right">16/16</td>
+    <td class="wmd-table-cell wmd-align-right">0.681</td>
+    <td class="wmd-table-cell wmd-align-right">0.750</td>
+    <td class="wmd-table-cell wmd-align-right">0.702</td>
+  </tr>
+    <tr>
+    <td class="wmd-table-cell wmd-align-left">[ ] Chunks baseline</td>
+    <td class="wmd-table-cell wmd-align-left">chunks_data.csv</td>
+    <td class="wmd-table-cell wmd-align-right">10/16</td>
+    <td class="wmd-table-cell wmd-align-right">0.554</td>
+    <td class="wmd-table-cell wmd-align-right">0.600</td>
+    <td class="wmd-table-cell wmd-align-right">0.571</td>
+  </tr>
+  </tbody>
+</table>
+  <h3 class="wmd-h3">Metric comparison</h3>
+  <table class="wmd-table">
+  <thead>
+    <tr>
+      <th class="wmd-table-cell wmd-align-left">Metric</th>
+    <th class="wmd-table-cell wmd-align-right">Microsoft v2</th>
+    <th class="wmd-table-cell wmd-align-right">Northwind v1</th>
+    <th class="wmd-table-cell wmd-align-right">Difference</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+    <td class="wmd-table-cell wmd-align-left">MAP</td>
+    <td class="wmd-table-cell wmd-align-right">0.742</td>
+    <td class="wmd-table-cell wmd-align-right">0.681</td>
+    <td class="wmd-table-cell wmd-align-right">+0.061</td>
+  </tr>
+    <tr>
+    <td class="wmd-table-cell wmd-align-left">MRR</td>
+    <td class="wmd-table-cell wmd-align-right">0.833</td>
+    <td class="wmd-table-cell wmd-align-right">0.750</td>
+    <td class="wmd-table-cell wmd-align-right">+0.083</td>
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+    <tr>
+    <td class="wmd-table-cell wmd-align-left">Precision@5</td>
+    <td class="wmd-table-cell wmd-align-right">0.780</td>
+    <td class="wmd-table-cell wmd-align-right">0.702</td>
+    <td class="wmd-table-cell wmd-align-right">+0.078</td>
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+  <aside class="wmd-callout wmd-callout-left" data-callout-for="map" data-callout-side="left"><p class="wmd-paragraph">primary ranking score</p></aside>
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+.wmd-row.wmd-toggle-group .wmd-button:last-child { border-radius: 0 9999px 9999px 0; }
+.wmd-row.wmd-toggle-group .wmd-grid-item:first-child .wmd-button:first-child { border-radius: 9999px 0 0 9999px; }
+.wmd-row.wmd-toggle-group .wmd-grid-item:last-child .wmd-button:last-child { border-radius: 0 9999px 9999px 0; }
+
+.wmd-container-bottom-nav {
+  position: sticky;
+  bottom: 0;
+  left: 0;
+  right: 0;
+  display: block;
+  margin: 1.5rem -1.5rem -1.5rem;
+  padding: 0.35rem 0.5rem calc(0.35rem + env(safe-area-inset-bottom, 0));
+  border-top: 1px solid #e0e0e0;
+  background: #fff;
+  z-index: 20;
+}
+.wmd-bottom-nav-content {
+  display: flex;
+  align-items: stretch;
+  justify-content: space-around;
+  gap: 0.25rem;
+}
+.wmd-container-bottom-nav .wmd-nav-item,
+.wmd-container-bottom-nav .wmd-button {
+  flex: 1 1 0;
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  justify-content: center;
+  gap: 0.15rem;
+  min-height: 3.25rem;
+  padding: 0.35rem 0.25rem;
+  border: none;
+  background: transparent;
+  border-radius: 0.75rem;
+  font-size: 0.7rem;
+  font-weight: 500;
+  color: #666;
+  text-decoration: none;
+}
+.wmd-container-bottom-nav .wmd-nav-item.wmd-active,
+.wmd-container-bottom-nav .wmd-button.wmd-active,
+.wmd-container-bottom-nav .wmd-button-primary {
+  color: #111;
+  font-weight: 700;
+  background: #f3f3f3;
+}
+.wmd-container-bottom-nav .wmd-icon { font-size: 1.25rem; line-height: 1; }
+.wmd-badge.wmd-chip {
+  display: inline-flex;
+  align-items: center;
+  gap: 0.25rem;
+  padding: 0.2rem 0.65rem;
+  border-radius: 9999px;
+  font-size: 0.75rem;
+  font-weight: 500;
+  border-width: 1px;
+}
+.wmd-badge.wmd-chip-removable { padding-right: 0.35rem; }
+.wmd-chip-dismiss {
+  display: inline-flex;
+  align-items: center;
+  justify-content: center;
+  width: 1.1rem;
+  height: 1.1rem;
+  margin-left: 0.15rem;
+  border: none;
+  border-radius: 9999px;
+  background: transparent;
+  color: inherit;
+  font-size: 0.85rem;
+  line-height: 1;
+  cursor: pointer;
+  opacity: 0.7;
+}
+.wmd-chip-dismiss:hover { opacity: 1; background: rgba(0,0,0,0.08); }
+
+.wmd-annotated { position: relative; padding: 2.25rem 8.75rem; min-height: 4rem; }
+.wmd-callout {
+  position: absolute;
+  z-index: 6;
+  width: 7.5rem;
+  font-size: 0.8rem;
+  line-height: 1.2;
+  font-weight: 700;
+  color: #333;
+  text-align: center;
+  pointer-events: none;
+  background: transparent;
+}
+.wmd-callout p, .wmd-callout .wmd-paragraph { margin: 0; }
+.wmd-callout-leaders {
+  position: absolute;
+  inset: 0;
+  width: 100%;
+  height: 100%;
+  pointer-events: none;
+  overflow: visible;
+  z-index: 5;
+}
+.wmd-callout-leaders path {
+  fill: none;
+  stroke: #444;
+  stroke-width: 1.35;
+  stroke-dasharray: 5 3.5;
+  stroke-linecap: round;
+  stroke-linejoin: round;
+}
+.wmd-callout-leaders circle { fill: #444; stroke: none; }
+.wmd-sketch .wmd-callout { transform: rotate(-1.2deg); }
+.wmd-sketch .wmd-callout-right { transform: rotate(1.2deg); }
+
+.wmd-grid.wmd-start { align-items: start; }
+.wmd-document {
+  background: #fff;
+  min-height: 22rem;
+  padding: 1.25rem 1.5rem 2rem;
+  box-shadow: 2px 3px 0 rgba(0,0,0,0.08);
+}
+.wmd-retrieved {
+  background: #fff;
+  border: 1.5px solid #666;
+  padding: 0.45rem 0.7rem;
+  margin: 0.5rem 0;
+}
+.wmd-evidence {
+  background: #c8e6c9;
+  border: 1.5px solid #2e7d32;
+  padding: 0.45rem 0.7rem;
+  margin: 0.5rem 0;
+}
+.wmd-tooltip {
+  display: inline-block;
+  font-size: 0.75rem;
+  font-weight: 700;
+  padding: 0.15rem 0.45rem;
+  border: 1px solid #333;
+  background: #fffbe6;
+  transform: rotate(-1deg);
+}
+
+.wmd-demo { display: grid; grid-template-columns: 1fr 1fr; border: 1px solid #d0d0d0; border-radius: 6px; overflow: hidden; margin: 1rem 0; }
+.wmd-demo-preview { padding: 1.5rem; border-right: 1px solid #d0d0d0; }
+.wmd-demo-code { background: #f6f8fa; overflow: auto; display: flex; flex-direction: column; }
+.wmd-demo-code-toolbar { display: flex; justify-content: flex-end; padding: 0.5rem 0.75rem 0; }
+.wmd-demo-copy { background: none; border: 1px solid #ccc; border-radius: 4px; padding: 2px 8px; font-size: 0.75em; color: #666; cursor: pointer; font-family: inherit; }
+.wmd-demo-copy:hover { background: #e8e8e8; color: #333; }
+.wmd-demo-code pre { margin: 0; padding: 0.75rem 1.5rem 1.25rem; font-size: 0.8em; font-family: 'Courier New', Courier, monospace; line-height: 1.6; white-space: pre; }
+.wmd-demo-code code { display: block; color: #444; }
+
+/* wiremd Sketch Style - Balsamiq-inspired hand-drawn mockups */
+@import url('https://fonts.googleapis.com/css2?family=Kalam:wght@400;700&display=swap');
+
+* {
+  box-sizing: border-box;
+}
+
+body.wmd-root {
+  font-family: 'Kalam', 'Comic Sans MS', 'Marker Felt', 'Chalkboard', cursive, sans-serif;
+  background-color: #fafafa;
+  background-image: radial-gradient(circle, #c8c8c8 1px, transparent 1px);
+  background-size: 20px 20px;
+  color: #333;
+  padding: 20px;
+  margin: 0;
+  line-height: 1.6;
+}
+
+/* Headings */
+.wmd-h1, .wmd-h2, .wmd-h3, .wmd-h4, .wmd-h5, .wmd-h6 {
+  font-weight: bold;
+  margin: 1em 0 0.5em;
+  line-height: 1.3;
+}
+
+.wmd-h1 { font-size: 2em; text-decoration: underline; }
+.wmd-h2 { font-size: 1.75em; }
+.wmd-h3 { font-size: 1.5em; }
+.wmd-h4 { font-size: 1.25em; }
+.wmd-h5 { font-size: 1.1em; }
+.wmd-h6 { font-size: 1em; }
+
+/* Paragraph */
+.wmd-paragraph {
+  margin: 0.5em 0;
+}
+
+/* Buttons */
+.wmd-button {
+  display: inline-block;
+  padding: 8px 16px;
+  margin: 4px;
+  background: #fff;
+  border: 2px solid #000;
+  border-radius: 8px;
+  font-family: inherit;
+  font-size: 14px;
+  font-weight: bold;
+  cursor: pointer;
+  box-shadow: 2px 2px 0 rgba(0,0,0,0.2);
+  transform: rotate(-0.5deg);
+  transition: all 0.1s;
+}
+
+.wmd-button:hover {
+  transform: rotate(-0.5deg) translateY(-2px);
+  box-shadow: 3px 3px 0 rgba(0,0,0,0.2);
+}
+
+.wmd-button-primary, .wmd-button.wmd-primary {
+  background: #87CEEB;
+  border-color: #4682B4;
+}
+
+.wmd-button-secondary, .wmd-button.wmd-secondary {
+  background: #DDD;
+  border-color: #999;
+}
+
+.wmd-button-danger, .wmd-button.wmd-danger {
+  background: #FFB6C1;
+  border-color: #DC143C;
+}
+
+.wmd-button[disabled], .wmd-button.wmd-state-disabled {
+  opacity: 0.5;
+  cursor: not-allowed;
+}
+
+.wmd-button.wmd-loading::after {
+  content: '...';
+  animation: loading 1s infinite;
+}
+
+/* Pills / Badges */
+.wmd-badge {
+  display: inline-block;
+  padding: 2px 10px;
+  margin: 0 2px;
+  border: 2px solid #000;
+  border-radius: 12px;
+  font-family: inherit;
+  font-size: 12px;
+  font-weight: bold;
+  background: #f0f0f0;
+  transform: rotate(-0.3deg);
+}
+.wmd-badge-primary { background: #87CEEB; border-color: #4682B4; }
+.wmd-badge-success { background: #90EE90; border-color: #228B22; }
+.wmd-badge-warning { background: #FFE4B5; border-color: #DAA520; }
+.wmd-badge-error { background: #FFB6C1; border-color: #DC143C; }
+
+/* Inputs */
+.wmd-input, .wmd-textarea, .wmd-select {
+  display: block;
+  width: 100%;
+  max-width: 400px;
+  padding: 8px 12px;
+  margin: 4px 0;
+  font-family: inherit;
+  font-size: 14px;
+  background: #fff;
+  border: 2px solid #666;
+  border-radius: 4px;
+  transform: rotate(0.3deg);
+}
+
+.wmd-input:focus, .wmd-textarea:focus, .wmd-select:focus {
+  outline: 2px solid #4682B4;
+  outline-offset: 2px;
+}
+
+.wmd-input[disabled], .wmd-input.wmd-state-disabled,
+.wmd-textarea[disabled], .wmd-textarea.wmd-state-disabled,
+.wmd-select[disabled], .wmd-select.wmd-state-disabled {
+  opacity: 0.5;
+  cursor: not-allowed;
+  background: #f5f5f5;
+}
+
+.wmd-textarea {
+  resize: vertical;
+  min-height: 80px;
+}
+
+/* Checkboxes and Radios */
+.wmd-checkbox, .wmd-radio {
+  display: flex;
+  align-items: center;
+  gap: 8px;
+  margin: 6px 0;
+  cursor: pointer;
+  user-select: none;
+}
+
+.wmd-checkbox input[type="checkbox"],
+.wmd-radio input[type="radio"] {
+  width: 20px;
+  height: 20px;
+  cursor: pointer;
+}
+
+/* Icons */
+.wmd-icon {
+  display: inline-block;
+  font-size: 1.2em;
+  line-height: 1;
+  vertical-align: middle;
+  margin: 0 0.2em;
+}
+
+/* Containers */
+.wmd-container-hero, .wmd-container-card, .wmd-container-modal {
+  background: #fff;
+  border: 3px solid #000;
+  border-radius: 12px;
+  padding: 24px;
+  margin: 16px 0;
+  box-shadow: 4px 4px 0 rgba(0,0,0,0.15);
+  transform: rotate(-0.3deg);
+}
+
+.wmd-container-hero {
+  background: linear-gradient(135deg, #FFF9E6 0%, #FFE6CC 100%);
+  text-align: center;
+  padding: 48px 24px;
+}
+
+.wmd-container-modal {
+  position: relative;
+  max-width: 500px;
+  margin: 32px auto;
+  border-width: 4px;
+}
+
+/* Radio Groups */
+.wmd-radio-group {
+  display: flex;
+  flex-direction: column;
+  gap: 8px;
+  margin: 8px 0;
+}
+
+.wmd-radio-group-inline {
+  flex-direction: row;
+  flex-wrap: wrap;
+  gap: 12px;
+}
+
+.wmd-radio-group-inline .wmd-radio {
+  margin: 0;
+}
+
+/* Icons */
+.wmd-icon {
+  display: inline-block;
+  font-size: 1.2em;
+  line-height: 1;
+  vertical-align: middle;
+  margin: 0 0.2em;
+}
+
+/* Navigation */
+.wmd-nav {
+  background: #87CEEB;
+  border: 3px solid #4682B4;
+  border-radius: 8px;
+  padding: 12px 16px;
+  margin: 16px 0;
+  box-shadow: 3px 3px 0 rgba(0,0,0,0.15);
+}
+
+.wmd-nav-content {
+  display: flex;
+  align-items: center;
+  gap: 16px;
+  flex-wrap: wrap;
+}
+
+.wmd-brand {
+  font-weight: bold;
+  font-size: 1.2em;
+  margin-right: auto;
+}
+
+.wmd-nav-item {
+  display: inline-block;
+  color: #000;
+  text-decoration: none;
+  font-weight: bold;
+  padding: 6px 14px;
+  background: #fff;
+  border: 2px solid #000;
+  border-radius: 6px;
+  box-shadow: 2px 2px 0 rgba(0,0,0,0.15);
+  transform: rotate(0.3deg);
+  transition: all 0.1s;
+}
+
+.wmd-nav-item:hover {
+  transform: rotate(0.3deg) translateY(-1px);
+  box-shadow: 2px 3px 0 rgba(0,0,0,0.15);
+  background: #f8f8f8;
+}
+
+.wmd-nav-item.wmd-active {
+  background: #000;
+  color: #fff;
+  border-color: #000;
+  transform: rotate(0.3deg);
+}
+
+.wmd-nav .wmd-button {
+  margin: 0;
+}
+
+.wmd-breadcrumbs {
+  display: flex;
+  align-items: center;
+  gap: 6px;
+  flex-wrap: wrap;
+  margin: 8px 0;
+  font-size: 0.9em;
+}
+
+.wmd-breadcrumb-item a {
+  color: #4682B4;
+  text-decoration: underline;
+  text-underline-offset: 2px;
+}
+
+.wmd-breadcrumb-current {
+  font-weight: bold;
+  color: #222;
+}
+
+.wmd-breadcrumb-sep {
+  color: #888;
+  font-size: 1.1em;
+}
+
+/* Sidebar */
+.wmd-container-sidebar {
+  display: flex;
+  flex-direction: column;
+  gap: 4px;
+  width: 180px;
+  padding: 12px;
+  background: #f0f8ff;
+  border: 2px solid #4682B4;
+  border-radius: 8px;
+  box-shadow: 3px 3px 0 rgba(0,0,0,0.15);
+}
+.wmd-container-sidebar .wmd-button {
+  display: block;
+  width: 100%;
+  text-align: left;
+  margin: 0;
+}
+.wmd-container-sidebar .wmd-h4 {
+  margin: 12px 0 4px;
+  font-size: 0.85em;
+  opacity: 0.6;
+  text-transform: uppercase;
+}
+.wmd-container-sidebar .wmd-separator {
+  margin: 8px 0;
+}
+
+/* Layout: sidebar-main */
+.wmd-container-layout.wmd-sidebar-main {
+  display: grid;
+  grid-template-columns: 220px 1fr;
+  gap: 16px;
+  align-items: start;
+}
+.wmd-layout-sidebar {
+  display: flex;
+  flex-direction: column;
+  gap: 4px;
+}
+.wmd-layout-sidebar .wmd-container-sidebar { width: 100%; }
+.wmd-layout-sidebar .wmd-button { display: block; width: 100%; text-align: left; margin: 2px 0; }
+.wmd-layout-sidebar .wmd-h4 { margin: 12px 0 4px; font-size: 0.85em; opacity: 0.6; text-transform: uppercase; }
+.wmd-layout-sidebar .wmd-separator { margin: 8px 0; }
+.wmd-layout-main {
+  min-width: 0;
+}
+
+/* Grid */
+.wmd-grid {
+  display: grid;
+  grid-template-columns: repeat(var(--grid-columns, 3), 1fr);
+  gap: 24px;
+  margin: 24px 0;
+  align-items: center;
+}
+
+.wmd-grid-2 { grid-template-columns: repeat(2, 1fr); }
+.wmd-grid-3 { grid-template-columns: repeat(3, 1fr); }
+.wmd-grid-4 { grid-template-columns: repeat(4, 1fr); }
+
+.wmd-grid-item { min-width: 0; }
+
+.wmd-col-span-1 { grid-column: span 1; }
+.wmd-col-span-2 { grid-column: span 2; }
+.wmd-col-span-3 { grid-column: span 3; }
+.wmd-col-span-4 { grid-column: span 4; }
+
+.wmd-grid-item-card {
+  background: #fff;
+  border: 2px solid #666;
+  border-radius: 8px;
+  padding: 16px;
+  box-shadow: 2px 2px 0 rgba(0,0,0,0.1);
+  transform: rotate(0.5deg);
+}
+.wmd-grid-item-card:nth-child(even) { transform: rotate(-0.5deg); }
+.wmd-grid-item-card.wmd-primary {
+  background: #e8e8e8;
+  border-width: 3px;
+  box-shadow: 4px 4px 0 rgba(0,0,0,0.2);
+  transform: rotate(-0.8deg);
+}
+
+/* Lists */
+.wmd-list {
+  margin: 12px 0;
+  padding-left: 24px;
+}
+
+.wmd-list-item {
+  margin: 4px 0;
+}
+
+/* Blockquote */
+.wmd-blockquote {
+  border-left: 4px solid #666;
+  padding-left: 16px;
+  margin: 16px 0;
+  font-style: italic;
+  color: #555;
+}
+
+/* Code */
+.wmd-code-inline {
+  background: #FFF3CD;
+  border: 1px solid #FFC107;
+  border-radius: 3px;
+  padding: 2px 6px;
+  font-family: 'Courier New', monospace;
+  font-size: 0.9em;
+}
+
+.wmd-code-block {
+  background: #FFF3CD;
+  border: 2px solid #FFC107;
+  border-radius: 6px;
+  padding: 12px;
+  margin: 12px 0;
+  overflow-x: auto;
+}
+
+.wmd-code-block code {
+  font-family: 'Courier New', monospace;
+  font-size: 0.9em;
+}
+
+/* Separator */
+.wmd-separator {
+  border: none;
+  border-top: 3px dashed #666;
+  margin: 24px 0;
+}
+
+/* Table */
+.wmd-table {
+  width: 100%;
+  border-collapse: separate;
+  border-spacing: 0;
+  border: 3px solid #000;
+  border-radius: 8px;
+  margin: 16px 0;
+  overflow: hidden;
+}
+
+.wmd-table th, .wmd-table td {
+  border: 2px solid #666;
+  padding: 8px 12px;
+  text-align: left;
+}
+
+.wmd-table th {
+  background: #DDD;
+  font-weight: bold;
+}
+
+/* Table cell alignment - more specific to override th/td defaults */
+.wmd-table .wmd-align-left {
+  text-align: left !important;
+}
+
+.wmd-table .wmd-align-center {
+  text-align: center !important;
+}
+
+.wmd-table .wmd-align-right {
+  text-align: right !important;
+}
+
+/* State Containers */
+.wmd-container-loading-state {
+  background: #fff;
+  border: 2px solid #87CEEB;
+  border-radius: 8px;
+  padding: 32px;
+  margin: 16px 0;
+  text-align: center;
+  position: relative;
+}
+
+.wmd-container-loading-state::before {
+  content: '⟳';
+  display: block;
+  font-size: 48px;
+  margin-bottom: 16px;
+  animation: spin 1.5s linear infinite;
+  transform-origin: center;
+}
+
+.wmd-container-empty-state {
+  background: #f5f5f5;
+  border: 2px dashed #999;
+  border-radius: 8px;
+  padding: 48px 32px;
+  margin: 16px 0;
+  text-align: center;
+  color: #666;
+}
+
+.wmd-container-empty-state::before {
+  content: '📭';
+  display: block;
+  font-size: 64px;
+  margin-bottom: 16px;
+  opacity: 0.5;
+}
+
+.wmd-container-error-state {
+  background: #FFE6E6;
+  border: 3px solid #DC143C;
+  border-radius: 8px;
+  padding: 32px;
+  margin: 16px 0;
+  text-align: center;
+}
+
+.wmd-container-error-state::before {
+  content: '⚠️';
+  display: block;
+  font-size: 48px;
+  margin-bottom: 16px;
+}
+
+/* Responsive */
+@media (max-width: 768px) {
+  .wmd-grid {
+    grid-template-columns: 1fr !important;
+  }
+
+  .wmd-col-span-1,
+  .wmd-col-span-2,
+  .wmd-col-span-3,
+  .wmd-col-span-4 {
+    grid-column: span 1;
+  }
+
+  .wmd-nav-content {
+    flex-direction: column;
+    align-items: stretch;
+  }
+
+  .wmd-brand {
+    margin-right: 0;
+  }
+}
+
+@keyframes loading {
+  0%, 100% { opacity: 1; }
+  50% { opacity: 0.5; }
+}
+
+@keyframes spin {
+  from { transform: rotate(0deg); }
+  to { transform: rotate(360deg); }
+}
+
+/* Tabs */
+.wmd-tabs { margin: 12px 0; }
+.wmd-tab-headers { border-bottom-color: #666; }
+.wmd-tab-header { color: #666; }
+.wmd-tab-header:hover { color: #000; }
+.wmd-tab-header.wmd-active { border-bottom-color: #000; color: #000; }
+
+.wmd-container-card.wmd-retrieved, .wmd-retrieved {
+  background: #fff;
+  border: 1.5px solid #888;
+}
+.wmd-container-card.wmd-evidence, .wmd-evidence {
+  background: #c8e6c9;
+  border: 2px solid #2e7d32;
+}
+
+  </style>
+</head>
+<body class="wmd-root wmd-sketch wmd-has-callouts">
+  <div class="wmd-annotated">
+  <h1 class="wmd-h1">Benchmark · Upload and map</h1>
+<p class="wmd-paragraph">Prepare a dataset for evaluation.</p>
+<div id="tabs" class="wmd-container-card">
+  <div class="wmd-container-button-group">
+  <button class="wmd-button wmd-button-primary">Upload &amp; map</button>
+  <button class="wmd-button">Evaluation</button>
+  <button class="wmd-button">Results</button>
+  <button class="wmd-button">Annotation</button>
+</div>
+</div>
+<div id="steps" class="wmd-container-card">
+  <h3 class="wmd-h3">1. Upload · 2. Align · 3. Review mapping</h3>
+  <p class="wmd-paragraph">Upload your system output, align it with the benchmark format, then confirm the detected fields before evaluation.</p>
+</div>
+<div id="upload" class="wmd-container-card">
+  <h3 class="wmd-h3">Upload dataset</h3>
+  <div class="wmd-container-button-group">
+  <input type="text" class="wmd-input" placeholder="Drop CSV, Excel, YAML or JSON here" />
+  <button class="wmd-button">Browse files</button>
+</div>
+  <p class="wmd-paragraph">Selected file: <strong>chunks_Microsoft_2024.csv</strong>  ·  1,240 rows  ·  Uploaded just now</p>
+  <p class="wmd-paragraph">Supported ranking fields: query/item ID, report ID, chunk ID, position/rank, optional score.</p>
+</div>
+<div id="benchmark" class="wmd-container-card">
+  <h3 class="wmd-h3">Benchmark format</h3>
+  <p class="wmd-paragraph">Reference set: </p>
+  <ul class="wmd-list">
+  <li class="wmd-list-item">16 benchmark questions</li>
+  <li class="wmd-list-item">4 expected question types</li>
+  <li class="wmd-list-item">Ground-truth labels managed by the benchmark owner</li>
+</ul>
+  <button class="wmd-button">Download sample format</button>
+</div>
+<div id="align" class="wmd-container-card">
+  <h3 class="wmd-h3">Align columns</h3>
+  <table class="wmd-table">
+  <thead>
+    <tr>
+      <th class="wmd-table-cell wmd-align-left">Your column</th>
+    <th class="wmd-table-cell wmd-align-left">Benchmark field</th>
+    <th class="wmd-table-cell wmd-align-left">Status</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+    <td class="wmd-table-cell wmd-align-left">[query_id________v]</td>
+    <td class="wmd-table-cell wmd-align-left">Query / question ID</td>
+    <td class="wmd-table-cell wmd-align-left">✓ matched</td>
+  </tr>
+    <tr>
+    <td class="wmd-table-cell wmd-align-left">[report_id_______v]</td>
+    <td class="wmd-table-cell wmd-align-left">Report ID</td>
+    <td class="wmd-table-cell wmd-align-left">✓ matched</td>
+  </tr>
+    <tr>
+    <td class="wmd-table-cell wmd-align-left">[chunk_id________v]</td>
+    <td class="wmd-table-cell wmd-align-left">Retrieved chunk ID</td>
+    <td class="wmd-table-cell wmd-align-left">✓ matched</td>
+  </tr>
+    <tr>
+    <td class="wmd-table-cell wmd-align-left">[position________v]</td>
+    <td class="wmd-table-cell wmd-align-left">Rank / position</td>
+    <td class="wmd-table-cell wmd-align-left">✓ matched</td>
+  </tr>
+    <tr>
+    <td class="wmd-table-cell wmd-align-left">[score___________v]</td>
+    <td class="wmd-table-cell wmd-align-left">Relevance score</td>
+    <td class="wmd-table-cell wmd-align-left">Optional</td>
+  </tr>
+  </tbody>
+</table>
+  <div class="wmd-container-button-group">
+  <button class="wmd-button">Auto-detect fields</button>
+  <button class="wmd-button wmd-button-primary">Validate alignment</button>
+</div>
+</div>
+<div id="mapping" class="wmd-container-card">
+  <h3 class="wmd-h3">Mapping preview</h3>
+  <p class="wmd-paragraph">16 / 16 benchmark questions found · 1,240 / 1,240 rows valid · 0 errors</p>
+  <table class="wmd-table">
+  <thead>
+    <tr>
+      <th class="wmd-table-cell wmd-align-left">Question ID</th>
+    <th class="wmd-table-cell wmd-align-left">Report</th>
+    <th class="wmd-table-cell wmd-align-left">Top retrieved chunks</th>
+    <th class="wmd-table-cell wmd-align-left">Question type</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+    <td class="wmd-table-cell wmd-align-left">TCFD-01</td>
+    <td class="wmd-table-cell wmd-align-left">Microsoft 2024</td>
+    <td class="wmd-table-cell wmd-align-left">chunk_014, chunk_088, chunk_102</td>
+    <td class="wmd-table-cell wmd-align-left">Governance</td>
+  </tr>
+    <tr>
+    <td class="wmd-table-cell wmd-align-left">TCFD-02</td>
+    <td class="wmd-table-cell wmd-align-left">Microsoft 2024</td>
+    <td class="wmd-table-cell wmd-align-left">chunk_031, chunk_044, chunk_090</td>
+    <td class="wmd-table-cell wmd-align-left">Strategy</td>
+  </tr>
+    <tr>
+    <td class="wmd-table-cell wmd-align-left">TCFD-03</td>
+    <td class="wmd-table-cell wmd-align-left">Microsoft 2024</td>
+    <td class="wmd-table-cell wmd-align-left">chunk_052, chunk_067, chunk_071</td>
+    <td class="wmd-table-cell wmd-align-left">Risk</td>
+  </tr>
+  </tbody>
+</table>
+  <h3 class="wmd-h3">Dataset name</h3>
+  <input type="text" class="wmd-input" placeholder="Microsoft retrieval · v2" />
+  <div class="wmd-container-button-group">
+  <button class="wmd-button wmd-button-primary">Save dataset</button>
+  <button class="wmd-button wmd-button-primary">Continue to evaluation</button>
+</div>
+</div>
+  <aside class="wmd-callout wmd-callout-left" data-callout-for="upload" data-callout-side="left"><p class="wmd-paragraph">your dataset</p></aside>
+<aside class="wmd-callout wmd-callout-right" data-callout-for="benchmark" data-callout-side="right"><p class="wmd-paragraph">reference structure</p></aside>
+<aside class="wmd-callout wmd-callout-left" data-callout-for="align" data-callout-side="left"><p class="wmd-paragraph">map once,
+reuse later</p></aside>
+<aside class="wmd-callout wmd-callout-right" data-callout-for="mapping" data-callout-side="right"><p class="wmd-paragraph">the user sees
+the mapped result</p></aside>
+  <svg class="wmd-callout-leaders" aria-hidden="true"></svg>
+</div>
+<script>(function(){
+if(window.__wmdCalloutsInit)return;window.__wmdCalloutsInit=true;
+function layout(){
+  document.querySelectorAll('.wmd-annotated').forEach(function(frame){
+    var svg=frame.querySelector('.wmd-callout-leaders');
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+      el.style.position='absolute';
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+      var x1,y1,x2,y2;
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+      var mx=(x1+x2)/2;
+      var d='M '+x1.toFixed(1)+' '+y1.toFixed(1)+' L '+mx.toFixed(1)+' '+y1.toFixed(1)+' L '+mx.toFixed(1)+' '+y2.toFixed(1)+' L '+x2.toFixed(1)+' '+y2.toFixed(1);
+      var ns='http://www.w3.org/2000/svg';
+      var path=document.createElementNS(ns,'path');
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+}
+function run(){layout();}
+if(document.fonts&&document.fonts.ready)document.fonts.ready.then(run);
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+window.addEventListener('resize',run);
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+else document.addEventListener('DOMContentLoaded',run);
+})();</script>
+</body>
+</html>
\ No newline at end of file
diff --git a/docs/wireframes/pages/benchmark-annotation.md b/docs/wireframes/pages/benchmark-annotation.md
index b444f265..e8f71464 100644
--- a/docs/wireframes/pages/benchmark-annotation.md
+++ b/docs/wireframes/pages/benchmark-annotation.md
@@ -3,7 +3,7 @@ Inspect evaluation answers and mark evidence quality.
 
 ::: card {#tabs}
 [Upload & map] [Evaluation] [Results] [Annotation]*
-::
+:::
 
 ::: card {#evaluation}
 ### Evaluation
@@ -17,22 +17,22 @@ Question [TCFD-01________________v]
 - TCFD-03
 
 12 / 16 evaluated · 3 annotations saved
-::
+:::
 
 ::: card {#question}
 ### Question
 **How does the board oversee climate-related risks?**
 
 Reference type: Governance · Expected chunks: 3
-::
+
 
 ::: callout {for:evaluation side:left}
 choose a saved run
-::
+:::
 
 ::: callout {for:question side:right}
 review one question
-::
+:::
 
 ::: card {#evidence}
 ### Retrieved evidence
@@ -49,11 +49,11 @@ review one question
 [The first passage directly answers the governance question.______________________________]
 
 [Save annotation]*  [Previous question]  [Next question →]
-::
+:::
 
 ::: callout {for:evidence side:left}
 mark the chunks
-::
+:::
 
 ::: card {#answer}
 ### Evaluation details
@@ -63,9 +63,9 @@ Model answer: The board’s Sustainability Committee reviews climate risks quart
 Matched benchmark chunks: 2 / 3 · Evidence coverage: 67%
 
 Annotation history: **3 saved** · Last edited by you just now
-::
+:::
 
 ::: callout {for:answer side:right}
 revisit saved
 annotations
-::
+:::
diff --git a/docs/wireframes/pages/benchmark-evaluation.md b/docs/wireframes/pages/benchmark-evaluation.md
index 8bca9f51..4865f445 100644
--- a/docs/wireframes/pages/benchmark-evaluation.md
+++ b/docs/wireframes/pages/benchmark-evaluation.md
@@ -18,7 +18,7 @@ Ranking compares the order of retrieved chunks. Classification compares one pred
 choose a track
 :::
 
-::: card {#benchmark}
+::: {#benchmark}
 ### Benchmark set
 [ClimRetrieve v1________________v]
 - ClimRetrieve v1
@@ -26,9 +26,9 @@ choose a track
 - ClimateFinanceBench
 
 16 questions · 4 question types · shared reference set
-::
+:::
 
-::: card {#dataset}
+::: {#dataset}
 ### Your dataset
 [Microsoft retrieval · v2____________v]
 - Microsoft retrieval · v2
@@ -36,12 +36,12 @@ choose a track
 - Northwind retrieval · v1
 
 Saved from Upload & map · ranking format validated
-::
+:::
 
 ::: callout {for:benchmark side:left}
 same questions
 for every run
-::
+:::
 
 ::: callout {for:dataset side:right}
 your configured
@@ -81,8 +81,8 @@ K values: [1, 3, 5, 10________________v]
 Evaluation name: [Microsoft v2 · ClimRetrieve v1________________]
 
 [Review matched questions]  [Start evaluation]*
-::
+
 
 ::: callout {for:ranking side:right}
 MAP · MRR · Precision@K · Recall@K
-::
+:::
diff --git a/docs/wireframes/pages/benchmark-results-compare.md b/docs/wireframes/pages/benchmark-results-compare.md
index 00848f76..ec4572b2 100644
--- a/docs/wireframes/pages/benchmark-results-compare.md
+++ b/docs/wireframes/pages/benchmark-results-compare.md
@@ -3,7 +3,7 @@ Review metrics and compare saved evaluations.
 
 ::: card {#tabs}
 [Upload & map] [Evaluation] [Results]* [Annotation]
-::
+:::
 
 ::: card {#summary}
 ### Microsoft retrieval · v2
@@ -23,7 +23,7 @@ Higher values indicate that relevant chunks were ranked earlier and the result i
 
 ::: callout {for:map side:left}
 primary ranking score
-::
+:::
 
 ::: card {#compare}
 ### Compare evaluations
@@ -45,9 +45,8 @@ Select saved runs to compare side by side.
 | Precision@5 | 0.780 | 0.702 | +0.078 |
 
 [Open question-level comparison]  [Save comparison]  [Export CSV]
-::
 
 ::: callout {for:compare side:right}
 spot meaningful
 differences
-::
+:::
diff --git a/docs/wireframes/pages/benchmark-upload-align-mapping.md b/docs/wireframes/pages/benchmark-upload-align-mapping.md
index 775384fa..6be7ef13 100644
--- a/docs/wireframes/pages/benchmark-upload-align-mapping.md
+++ b/docs/wireframes/pages/benchmark-upload-align-mapping.md
@@ -19,7 +19,7 @@ Upload your system output, align it with the benchmark format, then confirm the
 Selected file: **chunks_Microsoft_2024.csv**  ·  1,240 rows  ·  Uploaded just now
 
 Supported ranking fields: query/item ID, report ID, chunk ID, position/rank, optional score.
-::
+:::
 
 ::: card {#benchmark}
 ### Benchmark format
@@ -33,15 +33,13 @@ Reference set: [ClimRetrieve v1________________v]
 [Download sample format]
 :::
 
-:::
-
 ::: callout {for:upload side:left}
 your dataset
-::
+:::
 
 ::: callout {for:benchmark side:right}
 reference structure
-::
+:::
 
 ::: card {#align}
 ### Align columns
@@ -77,9 +75,10 @@ reuse later
 [Microsoft retrieval · v2________________________]
 
 [Save dataset]*  [Continue to evaluation]*
-::
+:::
 
 ::: callout {for:mapping side:right}
 the user sees
 the mapped result
-::
+:::
+
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