Datasets:
Formats:
csv
Sub-tasks:
multi-class-classification
Languages:
English
Size:
10K - 100K
ArXiv:
Tags:
multi-agent-systems
llm-routing
cost-aware-inference
calibration
agent-collaboration
reasoning
License:
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| # Provenance | |
| ## What this release was built from | |
| Three source trees, all read-only at staging time. | |
| 1. **Camera-ready ancillary aggregates** — the eight CSVs shipped with the | |
| camera-ready submission (`camera_ready_2026-08-07/anc/`, dated 2026-08-11 and | |
| 2026-08-14). Copied verbatim into `data/aggregate/`, with a `setting_id` | |
| column added. These are the authoritative published numbers. | |
| 2. **Post-review analysis artifacts** (`results_2026-07-12` through | |
| `results_2026-07-14`) — per-problem matched labels, six-setting router | |
| retraining, confidence-probe metrics, and the Round-2 verification tables. | |
| Source of `data/matched_labels.csv`, `data/splits/six_setting_splits.csv`, | |
| `data/router/*`, and `data/confidence/six_setting_*`. | |
| 3. **Primary-split routing artifacts** — the 4,181-problem OmniMath routing | |
| benchmark, its 80/10/10 split, and the per-problem confidence-probe outputs. | |
| Source of `data/splits/primary_omnimath_splits.csv`, the OmniMath rows of | |
| `data/problems.csv`, and | |
| `data/confidence/primary_omnimath_confidence_predictions.csv`. | |
| Problem metadata for JEEBench, SciBench, and LAB-Bench comes from the project's | |
| prepared benchmark slices; the canonical-ID crosswalk comes from the project's | |
| own problem-crosswalk registry. | |
| Source commits are recorded in `registry/release_manifest.json`. | |
| ## Verification performed at staging time | |
| Each of these was computed, not assumed. Full numbers are in the release's | |
| validation report. | |
| - **Oracle recomputation.** Recomputing `oracle_label` from the four correctness | |
| flags in the fixed order Baseline -> Single -> PER -> Broadcast reproduces the | |
| stored label for **all 15,088 released rows, zero mismatches**. Also zero | |
| mismatches on `any_protocol_solved`. | |
| - **Aggregate reproduction.** The per-problem labels reproduce | |
| `anc/matched_protocol_coverage.csv` for all ten settings to two decimals, and | |
| `anc/oracle_label_distribution.csv` for all ten settings to two decimals. | |
| - **Cross-solver problem-set identity.** For all five paired | |
| (benchmark, condition) combinations, the two solvers cover an identical | |
| canonical problem set after ID reconciliation — symmetric difference empty in | |
| every case. | |
| - **Uniqueness.** `(setting_id, problem_id)` is unique in every table; no | |
| duplicates in any setting. | |
| - **Split disjointness.** Train/dev/test are pairwise disjoint and exhaustive in | |
| both split schemes. | |
| - **`example_id` reproducibility.** The `example_id` values are | |
| `sha1("<setting_id>:<source_problem_id>")[:12]` prefixed by the setting. This | |
| formula was re-derived and matches the stored values in all six settings. | |
| ## Known discrepancies, stated rather than hidden | |
| **The primary routing benchmark and the post-review matched labels disagree on 3 of | |
| 4,181 OmniMath gpt-oss-120b problems** (`omni2_94`, `omni2_3997`, `omni2_4006`). | |
| In each case the primary table records `baseline_final_passed = False` while the | |
| post-review matched labels record `baseline_correct = 1`, flipping the oracle label | |
| from `single_agent` to `baseline_llm`. Aggregate impact: baseline solve rate | |
| 56.76% (primary) versus 56.83% (post-review, the published number); label counts | |
| differ by 3 between the two tables. | |
| This release stages the **post-review** labels in `data/matched_labels.csv`, because | |
| those are the ones that reproduce the published `anc/` aggregates exactly. The | |
| primary table is used only for OmniMath problem *metadata* (tier, difficulty, | |
| source) and for the 423-problem split — neither of which is affected. The cause | |
| of the three-row disagreement was not determined at staging time. | |
| **The primary confidence probe has a 73% clean-parse rate.** 113 of 423 test rows | |
| and 109 of 416 dev rows fell back after JSON parsing failed on up to three | |
| attempts. Those rows are released with `status = fallback_after_failure` so they | |
| can be excluded. They are not clean measurements. | |
| **Two `avg_tokens` cells are `nan`** in | |
| `data/router/six_setting_text_metadata_verification.csv`, for the Gemma OmniMath | |
| and Gemma LAB-Bench settings, where per-problem cost accounting covered only | |
| 5, 5, and 2 of the held-out problems respectively. The `cost_n` and | |
| `missing_cost_n` columns record this directly. | |
| ## What is deliberately not here | |
| - **MaScQA** (`mascqa__text_only__gpt_oss_120b`, 642 rows). Exists in the source | |
| tree. Excluded: no matched Gemma run, not one of the paper's ten settings, and | |
| CC-BY-NC-SA-4.0. | |
| - **The Gemma-3-27B tier-sampled OmniMath slice** | |
| (`omnimath2__tier_sampled_833__gemma3_27b`, 833 rows). Exists in the source | |
| tree. Excluded: a scope check, not one of the paper's ten settings. | |
| - **Raw protocol traces.** Multi-gigabyte generated text. Out of scope for this | |
| table-first release. | |
| - **Per-problem token, model-call, and wall-time costs.** Available in the | |
| source tree for the OmniMath primary split only. Not staged; cost appears here | |
| only through the aggregate tables. | |
| - **Frozen-LLM-router and confidence-cascade per-problem predictions.** These | |
| exist for the primary 423-problem split and support | |
| `data/aggregate/main_routing_heldout.csv`. Not staged in this pass. | |