diff --git a/README.md b/README.md index d2686fbfa..703876dce 100644 --- a/README.md +++ b/README.md @@ -89,7 +89,7 @@ A: Yes. Knowhere extracts them, runs them through VLMs for summarization and fea ## Performance Benchmark -Agents using Knowhere outperform those working from raw documents, MinerU-parsed output, or Unstructured output on real-world tasks: searching, modifying, and answering questions. +Agents using Knowhere outperform those working from raw documents, Markitdown, Unstructured, or MinerU output on real-world tasks: searching, modifying, and answering questions.

Benchmark Performance: Agent + Knowhere vs Others @@ -103,7 +103,7 @@ Agents using Knowhere outperform those working from raw documents, MinerU-parsed - **Reliability**: 79% accuracy with feedback, vs. a ~53% ceiling on raw docs. - **Efficiency**: Fewer loops, fewer tokens, less time. Agents navigate a structured graph instead of reading monolithic text. -*(Internal evaluation across identical agentic RAG tasks. Baselines: raw documents, MinerU output, and Unstructured output fed directly to agents.)* +*(Internal evaluation across identical agentic RAG tasks. Baselines: raw documents and parser output fed directly to agents.)* > [!NOTE] > **📊 Benchmarks are actively expanding.** More parsers and retrieval baselines coming soon. diff --git a/docs/assets/benchmark.png b/docs/assets/benchmark.png index 464f0f217..024e543ad 100644 Binary files a/docs/assets/benchmark.png and b/docs/assets/benchmark.png differ