Upload README.md with huggingface_hub
Browse files
README.md
CHANGED
|
@@ -24,7 +24,7 @@ The per-experiment datasets remain the authoritative record of their own methods
|
|
| 24 |
figures and caveats. **This is the union view, not a replacement**, and it deliberately
|
| 25 |
carries no analysis of its own.
|
| 26 |
|
| 27 |
-
- `extrinsic_evaluations.csv` / `.parquet` — **9,
|
| 28 |
- `build_manifest.json` — per-source row counts, fetch status, dedupe and conflict counts
|
| 29 |
- `build_extrinsic.py` — the build script; re-runnable and idempotent
|
| 30 |
|
|
@@ -48,7 +48,7 @@ The evidence for that instruction is in this file — see *Supported claims* bel
|
|
| 48 |
|
| 49 |
### Every accuracy row has a chance level
|
| 50 |
|
| 51 |
-
`chance` is populated for all
|
| 52 |
`value`. It is **empty** for likelihood rows (where chance is meaningless) and for
|
| 53 |
`benchmark_score` rows, which are **suite aggregates over heterogeneous tasks** — MergeBench's
|
| 54 |
per-domain scores, and the `mean_of_benchmarks` rows — where no single chance level is defined.
|
|
@@ -93,6 +93,7 @@ That is why those rows are labelled `benchmark_score` and not `accuracy`.
|
|
| 93 |
| `delta_floor_nats_per_byte` | likelihood_delta | nats/byte vs. the better parent's floor |
|
| 94 |
| `lmc_barrier_nats_per_token` | likelihood_delta | nats/token |
|
| 95 |
| `harmfulness_score` | other | score 0–1 (**not** an accuracy) |
|
|
|
|
| 96 |
|
| 97 |
Nats per **UTF-8 byte** appears wherever two parents use different tokenizers, because
|
| 98 |
nats/token is not comparable across them. This is the source's choice, preserved here.
|
|
@@ -108,19 +109,22 @@ nats/token is not comparable across them. This is the source's choice, preserved
|
|
| 108 |
| [`suchirsalhan/goldfish-crosslingual-cka`](https://huggingface.co/datasets/suchirsalhan/goldfish-crosslingual-cka) | 609 | held-out NLL for every Goldfish merged and jointly-trained model. **CKA columns are deliberately excluded** — they are an intrinsic representation-similarity diagnostic, not an extrinsic evaluation |
|
| 109 |
| [`Mergeability-2/mergebench-property-sweep`](https://huggingface.co/datasets/Mergeability-2/mergebench-property-sweep) | 576 | MergeBench's **published** outcomes: 8 families × 9 methods × 8 task columns |
|
| 110 |
| [`Mergeability-2/aim-activation-informed-merging`](https://huggingface.co/datasets/Mergeability-2/aim-activation-informed-merging) | 304 | the AIM paired panel's published benchmark outcomes, with and without AIM, over 20 matched checkpoints |
|
|
|
|
| 111 |
| [`Mergeability-2/merge-accuracy`](https://huggingface.co/datasets/Mergeability-2/merge-accuracy) | 234 | chat-vector accuracies on real Llama-3.1-8B forks (Belebele eng+target, ARC-easy, IFEval), the symmetry-group controls, and the pythia × Zh-Pythia cross-group pair |
|
| 112 |
|
| 113 |
### Not yet included
|
| 114 |
|
| 115 |
| dataset | status |
|
| 116 |
|---|---|
|
| 117 |
-
| `Mergeability-2/beetle-merge-eval` | repo **exists but was still empty** at build time — it ships only `.gitattributes`, no result files. Contributed 0 rows |
|
| 118 |
| `Mergeability-2/crossarch-accuracy` | **not yet created** at build time (HTTP 404). Contributed 0 rows |
|
| 119 |
|
| 120 |
-
|
| 121 |
-
|
| 122 |
-
|
| 123 |
-
`
|
|
|
|
|
|
|
|
|
|
| 124 |
|
| 125 |
### How the rows were deduplicated
|
| 126 |
|
|
@@ -230,7 +234,9 @@ the noise band from re-splitting the same benchmarks within one arm.
|
|
| 230 |
build time. The checkpoint-distance rule — keep souped checkpoints within about half a decade
|
| 231 |
of training steps — is measured in **nats/token, not benchmark accuracy**, and given the
|
| 232 |
dissociation above it must not be assumed to transfer.
|
| 233 |
-
- **Beetle
|
|
|
|
|
|
|
| 234 |
- **A practitioner diagnostic.** The scientific claim (merge failure can arise from how a
|
| 235 |
function is represented, and that is measurable) is well supported. The practitioner claim
|
| 236 |
(compute this before merging and it tells you what to do) is **not supported** at the
|
|
@@ -250,7 +256,7 @@ python3 build_extrinsic.py --push # rebuild and publish
|
|
| 250 |
|
| 251 |
Idempotent: it re-fetches each source, skips any that 404, rebuilds every row from scratch,
|
| 252 |
re-runs the dedupe, and refuses to emit an accuracy row without a chance level. Re-run it when
|
| 253 |
-
`
|
| 254 |
|
| 255 |
---
|
| 256 |
|
|
@@ -263,6 +269,7 @@ re-runs the dedupe, and refuses to emit an accuracy row without a chance level.
|
|
| 263 |
| crossarch_checkpoint_merge | 0 | 0 | 0 | 657 | 106 | 0 | **763** |
|
| 264 |
| goldfish_crosslingual | 0 | 0 | 0 | 609 | 0 | 0 | **609** |
|
| 265 |
| mergebench_published_outcomes | 0 | 0 | 576 | 0 | 0 | 0 | **576** |
|
|
|
|
| 266 |
| crossarch_transport_merge | 0 | 0 | 0 | 320 | 0 | 0 | **320** |
|
| 267 |
| goldfish_bilingual_merge | 68 | 56 | 0 | 84 | 108 | 0 | **316** |
|
| 268 |
| aim_published_outcomes | 264 | 0 | 0 | 0 | 0 | 40 | **304** |
|
|
@@ -274,9 +281,9 @@ re-runs the dedupe, and refuses to emit an accuracy row without a chance level.
|
|
| 274 |
| polypythia_ablation | 0 | 0 | 0 | 36 | 42 | 0 | **78** |
|
| 275 |
| crossarch_native_merge | 0 | 0 | 0 | 10 | 4 | 0 | **14** |
|
| 276 |
| crossarch_1b_native | 0 | 0 | 0 | 5 | 0 | 0 | **5** |
|
| 277 |
-
| **All** | **
|
| 278 |
|
| 279 |
-
3,
|
| 280 |
|
| 281 |
## Example
|
| 282 |
|
|
|
|
| 24 |
figures and caveats. **This is the union view, not a replacement**, and it deliberately
|
| 25 |
carries no analysis of its own.
|
| 26 |
|
| 27 |
+
- `extrinsic_evaluations.csv` / `.parquet` — **9,675 rows**, one per measurement
|
| 28 |
- `build_manifest.json` — per-source row counts, fetch status, dedupe and conflict counts
|
| 29 |
- `build_extrinsic.py` — the build script; re-runnable and idempotent
|
| 30 |
|
|
|
|
| 48 |
|
| 49 |
### Every accuracy row has a chance level
|
| 50 |
|
| 51 |
+
`chance` is populated for all 2,215 `metric_kind == "accuracy"` rows, in the same units as
|
| 52 |
`value`. It is **empty** for likelihood rows (where chance is meaningless) and for
|
| 53 |
`benchmark_score` rows, which are **suite aggregates over heterogeneous tasks** — MergeBench's
|
| 54 |
per-domain scores, and the `mean_of_benchmarks` rows — where no single chance level is defined.
|
|
|
|
| 93 |
| `delta_floor_nats_per_byte` | likelihood_delta | nats/byte vs. the better parent's floor |
|
| 94 |
| `lmc_barrier_nats_per_token` | likelihood_delta | nats/token |
|
| 95 |
| `harmfulness_score` | other | score 0–1 (**not** an accuracy) |
|
| 96 |
+
| `bliss_score` | other | BLiSS sub-score (`RP_at_0`, `NGS`, `CPS`, `LP`, `SO`, …) — **not** an accuracy |
|
| 97 |
|
| 98 |
Nats per **UTF-8 byte** appears wherever two parents use different tokenizers, because
|
| 99 |
nats/token is not comparable across them. This is the source's choice, preserved here.
|
|
|
|
| 109 |
| [`suchirsalhan/goldfish-crosslingual-cka`](https://huggingface.co/datasets/suchirsalhan/goldfish-crosslingual-cka) | 609 | held-out NLL for every Goldfish merged and jointly-trained model. **CKA columns are deliberately excluded** — they are an intrinsic representation-similarity diagnostic, not an extrinsic evaluation |
|
| 110 |
| [`Mergeability-2/mergebench-property-sweep`](https://huggingface.co/datasets/Mergeability-2/mergebench-property-sweep) | 576 | MergeBench's **published** outcomes: 8 families × 9 methods × 8 task columns |
|
| 111 |
| [`Mergeability-2/aim-activation-informed-merging`](https://huggingface.co/datasets/Mergeability-2/aim-activation-informed-merging) | 304 | the AIM paired panel's published benchmark outcomes, with and without AIM, over 20 matched checkpoints |
|
| 112 |
+
| [`Mergeability-2/beetle-merge-eval`](https://huggingface.co/datasets/Mergeability-2/beetle-merge-eval) | 492 | Beetle merge evaluations — BLiMP / MultiBLiMP / zhoBLiMP / BLiSS across humanscale and zoo-language merges, their parents, and the jointly-trained bilingual ceilings. **Still being produced at build time**, so this is partial coverage, not the final set |
|
| 113 |
| [`Mergeability-2/merge-accuracy`](https://huggingface.co/datasets/Mergeability-2/merge-accuracy) | 234 | chat-vector accuracies on real Llama-3.1-8B forks (Belebele eng+target, ARC-easy, IFEval), the symmetry-group controls, and the pythia × Zh-Pythia cross-group pair |
|
| 114 |
|
| 115 |
### Not yet included
|
| 116 |
|
| 117 |
| dataset | status |
|
| 118 |
|---|---|
|
|
|
|
| 119 |
| `Mergeability-2/crossarch-accuracy` | **not yet created** at build time (HTTP 404). Contributed 0 rows |
|
| 120 |
|
| 121 |
+
Still being produced when this file was built. `build_extrinsic.py` registers it and skips
|
| 122 |
+
it cleanly; **re-running once it publishes folds it in with no code change**.
|
| 123 |
+
|
| 124 |
+
`Mergeability-2/beetle-merge-eval` **is** included, but it was still being written during the
|
| 125 |
+
build — its long table grew from 419 to 493 rows while this file was being assembled. Treat its
|
| 126 |
+
492 rows as partial coverage and re-run the builder for the complete set. Its
|
| 127 |
+
`coverage_by_merge.csv` records which merges are `complete`, `partial` or `not evaluated`.
|
| 128 |
|
| 129 |
### How the rows were deduplicated
|
| 130 |
|
|
|
|
| 234 |
build time. The checkpoint-distance rule — keep souped checkpoints within about half a decade
|
| 235 |
of training steps — is measured in **nats/token, not benchmark accuracy**, and given the
|
| 236 |
dissociation above it must not be assumed to transfer.
|
| 237 |
+
- **Complete Beetle coverage.** 492 rows are in, but the source was mid-run: of the merges it
|
| 238 |
+
tracks, several are still `not evaluated`. Read `coverage_by_merge.csv` in the source before
|
| 239 |
+
quoting a Beetle aggregate.
|
| 240 |
- **A practitioner diagnostic.** The scientific claim (merge failure can arise from how a
|
| 241 |
function is represented, and that is measurable) is well supported. The practitioner claim
|
| 242 |
(compute this before merging and it tells you what to do) is **not supported** at the
|
|
|
|
| 256 |
|
| 257 |
Idempotent: it re-fetches each source, skips any that 404, rebuilds every row from scratch,
|
| 258 |
re-runs the dedupe, and refuses to emit an accuracy row without a chance level. Re-run it when
|
| 259 |
+
`crossarch-accuracy` publishes, and again once `beetle-merge-eval` finishes its run.
|
| 260 |
|
| 261 |
---
|
| 262 |
|
|
|
|
| 269 |
| crossarch_checkpoint_merge | 0 | 0 | 0 | 657 | 106 | 0 | **763** |
|
| 270 |
| goldfish_crosslingual | 0 | 0 | 0 | 609 | 0 | 0 | **609** |
|
| 271 |
| mergebench_published_outcomes | 0 | 0 | 576 | 0 | 0 | 0 | **576** |
|
| 272 |
+
| beetle_merge_eval | 468 | 0 | 0 | 0 | 0 | 24 | **492** |
|
| 273 |
| crossarch_transport_merge | 0 | 0 | 0 | 320 | 0 | 0 | **320** |
|
| 274 |
| goldfish_bilingual_merge | 68 | 56 | 0 | 84 | 108 | 0 | **316** |
|
| 275 |
| aim_published_outcomes | 264 | 0 | 0 | 0 | 0 | 40 | **304** |
|
|
|
|
| 281 |
| polypythia_ablation | 0 | 0 | 0 | 36 | 42 | 0 | **78** |
|
| 282 |
| crossarch_native_merge | 0 | 0 | 0 | 10 | 4 | 0 | **14** |
|
| 283 |
| crossarch_1b_native | 0 | 0 | 0 | 5 | 0 | 0 | **5** |
|
| 284 |
+
| **All** | **2215** | **533** | **586** | **3764** | **2513** | **64** | **9675** |
|
| 285 |
|
| 286 |
+
3,472 distinct models. By role: 8,698 merged · 323 parent · 248 jointly_trained · 210 control · 196 reference.
|
| 287 |
|
| 288 |
## Example
|
| 289 |
|