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| 1 | +# Orthogonal unit-circle carrier sweep — v0 |
| 2 | + |
| 3 | +Status: `UNRESOLVED` experimental sweep. Standing: implemented experimental |
| 4 | +candidate inside English Gonol Construction only. Nothing here is UCNS geometry |
| 5 | +canon, an English lexical truth claim, a word embedding, or a measurement of |
| 6 | +semantic quality. |
| 7 | + |
| 8 | +## Question |
| 9 | + |
| 10 | +Are semantic relationships between English primitives better represented by |
| 11 | +`K = 1..7` orthogonal unit-circle carriers, each able to hold its own |
| 12 | +epicycles? |
| 13 | + |
| 14 | +Boundary rule followed: **no meaning is assigned to a carrier beforehand**. |
| 15 | +Carrier indices are unnamed structural slots. A closed word gonol is placed by |
| 16 | +a deterministic, meaning-agnostic policy derived from its `atomic_id`; the |
| 17 | +gonol's `source_id`, `atomic_id`, and `receipt_digest` remain bound to the |
| 18 | +placement, so the placement never substitutes for gonol identity. |
| 19 | + |
| 20 | +## Method |
| 21 | + |
| 22 | +1. Close each English primitive as a word gonol with |
| 23 | + `english_gonol.gonol.construct_gonol`. |
| 24 | +2. For carrier count `K`, map each gonol to `(carrier, angle_cell)` via a |
| 25 | + seeded SHA-256 of `atomic_id`: `carrier = value % K`, |
| 26 | + `angle_cell = (value // K) % 16`. This policy is reproducible and uses no |
| 27 | + semantic information. |
| 28 | +3. Count **colliding relation edges**: an edge `(source -> target, label)` |
| 29 | + collides when its two endpoint gonols share the same `(carrier, angle_cell)`. |
| 30 | +4. Test **epicycles**: every colliding edge may attach the child as an epicycle |
| 31 | + of the parent; recursive hypernym chains are embedded and the maximum nested |
| 32 | + epicycle depth needed per chain is measured against the allowed level budget |
| 33 | + (default `1`). |
| 34 | +5. Measure **independent structure**: each placement is a unit vector in |
| 35 | + `R^{2K}` using two orthogonal coordinates per carrier; the stable rank of |
| 36 | + the placement matrix measures how many independent directions the data |
| 37 | + actually uses, and per-carrier occupancy entropy measures how evenly the |
| 38 | + carriers are used. |
| 39 | +6. Report `first_zero_collision_carriers`, `sustained_zero_collision_carriers`, |
| 40 | + and `smallest_useful_carriers` (the smallest `K` after which collisions stay |
| 41 | + zero through `K = 7`). |
| 42 | + |
| 43 | +The source relation set is the module's development fixture (59 word gonols, |
| 44 | +47 relation edges, 14 recursive hypernym chains). It is **not** OEWN evidence. |
| 45 | + |
| 46 | +## Frozen run |
| 47 | + |
| 48 | +- Module: `english_gonol.orthogonal_carrier_sweep` |
| 49 | +- Receipt: [`../experiments/orthogonal-carrier-sweep-v0.json`](../experiments/orthogonal-carrier-sweep-v0.json) |
| 50 | +- Replay: |
| 51 | + `python -m english_gonol.orthogonal_carrier_sweep --out /tmp/orthogonal-carrier-sweep-v0.json` |
| 52 | + |
| 53 | +## Results |
| 54 | + |
| 55 | +| K | colliding edges | resolved from K=1 | stable rank | rank gain ratio | chains preserved (L=1) | max chain epicycle depth | |
| 56 | +|---|---|---|---|---|---|---| |
| 57 | +| 1 | 3 | 0 | 1.97 | — | 14/14 | 1 | |
| 58 | +| 2 | 3 | 0 | 3.70 | 0.866 | 14/14 | 1 | |
| 59 | +| 3 | 2 | 1 | 5.75 | 1.026 | 14/14 | 1 | |
| 60 | +| 4 | 3 | 0 | 6.77 | 0.510 | 14/14 | 1 | |
| 61 | +| 5 | 0 | 3 | 9.14 | 1.186 | 14/14 | 0 | |
| 62 | +| 6 | 2 | 1 | 10.14 | 0.500 | 14/14 | 1 | |
| 63 | +| 7 | 0 | 3 | 11.78 | 0.819 | 14/14 | 0 | |
| 64 | + |
| 65 | +Which semantic collisions occur and resolve: |
| 66 | + |
| 67 | +- `K = 1..4`: `(cat, siamese, hypernym)`, `(siamese, cat, hyponym)`, and |
| 68 | + `(food, fruit, hypernym)` collide. These are the recursive hypernym-chain |
| 69 | + edges whose endpoints share a base cell. |
| 70 | +- `K = 4`: `(food, fruit, hypernym)` resolves. |
| 71 | +- `K = 5`: all three edges resolve (`first_zero_collision_carriers = 5`). |
| 72 | +- `K = 6`: the `cat/siamese` pair re-collides under the meaning-agnostic |
| 73 | + policy (adding a carrier re-partitions all carriers, so resolution is not |
| 74 | + monotonic). |
| 75 | +- `K = 7`: all three edges resolve again and stay resolved |
| 76 | + (`sustained_zero_collision_carriers = 7`). |
| 77 | + |
| 78 | +## Findings |
| 79 | + |
| 80 | +### 1. Which semantic collisions are resolved |
| 81 | + |
| 82 | +On this fixture the only base collisions are the recursive hypernym/hyponym |
| 83 | +pairs `cat/siamese` and `food/fruit`. Increasing from one carrier to seven |
| 84 | +resolves all of them, but the meaning-agnostic placement is not monotonic: |
| 85 | +`K = 6` reintroduces the `cat/siamese` collision even though `K = 5` was |
| 86 | +collision-free. The smallest carrier count after which no collision reappears |
| 87 | +through `K = 7` is **7**. |
| 88 | + |
| 89 | +### 2. Whether epicycles preserve recursive relationships |
| 90 | + |
| 91 | +Yes, on this fixture. Every colliding edge can be attached as an epicycle of |
| 92 | +its parent, all 14 recursive hypernym chains are preserved at every carrier |
| 93 | +count with the default one-level epicycle budget, and no chain needed more |
| 94 | +than depth 1. Deeper recursion remains untested: the fixture only contains |
| 95 | +depth-2 hypernym chains. The unit test |
| 96 | +`test_chain_depth_counts_consecutive_collisions` pins the depth metric for |
| 97 | +longer chains. |
| 98 | + |
| 99 | +### 3. Whether added circles provide genuinely independent structure |
| 100 | + |
| 101 | +Yes, structurally. Each added carrier contributes two orthogonal coordinates, |
| 102 | +placement vectors on different carriers are orthogonal by construction, and |
| 103 | +the measured stable rank grows with every added carrier |
| 104 | +(`1.97 -> 3.70 -> 5.75 -> 6.77 -> 9.14 -> 10.14 -> 11.78`). No carrier count |
| 105 | +in `1..7` shows diminishing returns by the chosen threshold (`rank_gain_ratio |
| 106 | +< 0.25`): on this 59-primitive fixture all seven carriers remain structurally |
| 107 | +used. This is capacity independence, not semantic independence — the placement |
| 108 | +policy is meaning-agnostic, so the added circles decorrelate by spreading |
| 109 | +primitives, not by discovering semantic axes. |
| 110 | + |
| 111 | +### 4. Smallest useful number of carriers |
| 112 | + |
| 113 | +- `first_zero_collision_carriers = 5` |
| 114 | +- `sustained_zero_collision_carriers = 7` |
| 115 | +- Reported `smallest_useful_carriers = 7` under the sustained-zero definition. |
| 116 | + |
| 117 | +Interpretation: **5 carriers** are enough to make every relation edge |
| 118 | +collision-free for this fixture, but **7 carriers** are the smallest count that |
| 119 | +stays collision-free across the sweep under the meaning-agnostic policy. |
| 120 | +Because the policy is not monotonic, "useful" must be defined as sustained |
| 121 | +zero, not first zero. |
| 122 | + |
| 123 | +## What the carriers look like (evidence only, no imposed meaning) |
| 124 | + |
| 125 | +At `K = 7`, the meaning-agnostic placement produces these occupants: |
| 126 | + |
| 127 | +- carrier 0: big, branch, dark, glad, love, oak, person, sedan, siamese |
| 128 | +- carrier 1: car, child, finish, hate, hot, house, leaf, poodle, wheel |
| 129 | +- carrier 2: body, cold, fruit, large, little, plant, small, start |
| 130 | +- carrier 3: arm, armchair, begin, cat, chair, light, open, slow, vehicle |
| 131 | +- carrier 4: animal, apple, fast, food, furniture, leg, quick, room, sad, saw, toddler, unhappy |
| 132 | +- carrier 5: book, close, dog, tool, tree |
| 133 | +- carrier 6: dry, end, engine, hammer, happy, page, wet |
| 134 | + |
| 135 | +No semantic grouping emerges from the meaning-agnostic policy. That is the |
| 136 | +expected null result for this policy and is recorded as evidence, not failure: |
| 137 | +the carriers do structural separation work, and any semantic interpretation |
| 138 | +would have to come from a later, meaning-aware placement policy — which this |
| 139 | +experiment deliberately does not impose. |
| 140 | + |
| 141 | +## hmmm |
| 142 | + |
| 143 | +- What a carrier represents must emerge from evidence; the meaning-agnostic |
| 144 | + policy shows no emergent grouping, so the question is still open. |
| 145 | +- Whether a larger OEWN-derived relation set changes the smallest useful |
| 146 | + carrier count. |
| 147 | +- Whether deeper recursive chains (depth ≥ 3) exceed one epicycle level. |
| 148 | +- Whether a meaning-aware placement policy would produce interpretable |
| 149 | + carriers, and whether that would be a legitimate construction or an imposed |
| 150 | + semantic prior. |
| 151 | +- The angle-cell discretization (16 cells) is an experimental convenience, |
| 152 | + not a geometric law. |
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