Datasets:
CalibForge splits: calibforge_clean 2897, calibforge_repair 1768
Browse files
README.md
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| `tmax_clean` | TMAX, judged clean (tier SEED, verdict CLEAN) **and** a replay-verified solution | **5,763** | 5,763 | 499 |
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| `tmax_repair` | every other judged TMAX task | **5,765** | 2,723 | 726 |
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| `calibforge_clean` | CalibForge, judged clean **and** a replay-verified solution | **2,
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| `calibforge_repair` | every other judged CalibForge task | **1,
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```python
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from datasets import load_dataset
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attempted up to twice more at reasoning effort max, stopping at the first attempt that scored 1.
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- TMAX: DeepSeek V4.1 Flash, effort high for the first attempt, max for the retries.
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- CalibForge: **two models.** The first attempt of 544 tasks ran on DeepSeek V4.1 Flash at effort high with
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top_p 1.0, and of 4,
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Every retry ran on Kimi K3 at effort max with top_p 0.95. Of the 4,
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solutions, 418 come from DeepSeek and 3,
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Kimi K3; `solution_model` names the one on each row.
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3. **Replayed.** The task's first reward-1 attempt counts only if its recorded action sequence, replayed once in a
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fresh sandbox of the attempt's own size, is graded 1.0 again. That one replay decides; the reward the model
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| SEED/CLEAN, expected zero: one attempt scored 0 and was not retried | 0 | 22 |
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| SEED/CLEAN, an attempt scored 1 but its replay graded 0 | 28 | 29 |
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| SEED/CLEAN, an attempt scored 1 but its replay ended in an error and was not graded | 0 | 6 |
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| SEED/CLEAN, no counted attempt | 1 |
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A repair row carries a solution when one of its attempts was replay-verified, and none otherwise. Notes on the
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CalibForge column:
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|---|---|---:|---:|---:|
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| `tmax_clean` | TMAX, judged clean (tier SEED, verdict CLEAN) **and** a replay-verified solution | **5,763** | 5,763 | 499 |
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| `tmax_repair` | every other judged TMAX task | **5,765** | 2,723 | 726 |
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| `calibforge_clean` | CalibForge, judged clean **and** a replay-verified solution | **2,897** | 2,897 | 239 |
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| `calibforge_repair` | every other judged CalibForge task | **1,768** | 1,162 | 159 |
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```python
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from datasets import load_dataset
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attempted up to twice more at reasoning effort max, stopping at the first attempt that scored 1.
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- TMAX: DeepSeek V4.1 Flash, effort high for the first attempt, max for the retries.
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- CalibForge: **two models.** The first attempt of 544 tasks ran on DeepSeek V4.1 Flash at effort high with
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top_p 1.0, and of 4,110 tasks on Kimi K3 at effort low with top_p 0.95 (the only top_p its provider accepts).
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Every retry ran on Kimi K3 at effort max with top_p 0.95. Of the 4,059 replay-verified CalibForge
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solutions, 418 come from DeepSeek and 3,641 from
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Kimi K3; `solution_model` names the one on each row.
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3. **Replayed.** The task's first reward-1 attempt counts only if its recorded action sequence, replayed once in a
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fresh sandbox of the attempt's own size, is graded 1.0 again. That one replay decides; the reward the model
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| SEED/CLEAN, expected zero: one attempt scored 0 and was not retried | 0 | 22 |
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| SEED/CLEAN, an attempt scored 1 but its replay graded 0 | 28 | 29 |
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| SEED/CLEAN, an attempt scored 1 but its replay ended in an error and was not graded | 0 | 6 |
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| SEED/CLEAN, no counted attempt | 1 | 4 |
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A repair row carries a solution when one of its attempts was replay-verified, and none otherwise. Notes on the
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CalibForge column:
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data/calibforge_clean.parquet
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data/calibforge_repair.parquet
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data/tasks-calibforge_clean.tar
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data/tasks-calibforge_repair.tar
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metadata/split_assignment_calibforge.tsv
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system-administration_20260603_181444_001 calibforge_repair repair_unsolved: no rollout scored 1 in 3 counted rollouts 0 SEED CLEAN v13_harbor_row:cfr_h3 remaining contrastive_solver 3 0.0 0 moonshotai/Kimi-K3 low 0.95 moonshotai/Kimi-K3 max 0.95 moonshotai/Kimi-K3 max 0.95
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| 5139 |
system-administration_20260603_181444_002 calibforge_repair repair_verdict: FLAGGED/INSTR-VERIFIER-MISMATCH; with its replay-verified solution 0 FLAGGED INSTR-VERIFIER-MISMATCH v13_harbor_row:cfr_h3 remaining contrastive_solver 1 1.0 1 moonshotai/Kimi-K3 low 0.95
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| 5140 |
system-administration_20260603_181444_003 calibforge_clean tier SEED, verdict CLEAN, and a replay-verified solution 0 SEED CLEAN v13_harbor_row:cfr_h3 remaining contrastive_solver 2 1.0 1 moonshotai/Kimi-K3 low 0.95 moonshotai/Kimi-K3 max 0.95
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system-administration_20260603_181444_004
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system-administration_20260603_181444_005 calibforge_repair repair_verdict: FLAGGED/INSTR-VERIFIER-MISMATCH; with its replay-verified solution 0 FLAGGED INSTR-VERIFIER-MISMATCH v13_harbor_row:cfr_h3 remaining contrastive_solver 1 1.0 1 moonshotai/Kimi-K3 low 0.95
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| 5143 |
system-administration_20260603_181444_006 calibforge_repair repair_verdict: FLAGGED/INSTR-VERIFIER-MISMATCH; with its replay-verified solution 0 FLAGGED INSTR-VERIFIER-MISMATCH v13_harbor_row:cfr_h3 remaining contrastive_solver 1 1.0 1 moonshotai/Kimi-K3 low 0.95
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| 5144 |
system-administration_20260603_181444_007 calibforge_repair repair_verdict: FLAGGED/INSTR-VERIFIER-MISMATCH; with its replay-verified solution 0 FLAGGED INSTR-VERIFIER-MISMATCH v13_harbor_row:cfr_h3 remaining contrastive_solver 2 1.0 1 moonshotai/Kimi-K3 low 0.95 moonshotai/Kimi-K3 max 0.95
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system-administration_20260604_193356_006 calibforge_clean tier SEED, verdict CLEAN, and a replay-verified solution 0 SEED CLEAN v13_harbor_row:cfr_h3 remaining contrastive_solver 1 1.0 1 deepseek-flash high 1.0
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| 5206 |
system-administration_20260604_193356_007 calibforge_clean tier SEED, verdict CLEAN, and a replay-verified solution 0 SEED CLEAN v13_harbor_row:cfr_h3 remaining contrastive_solver 1 1.0 1 moonshotai/Kimi-K3 low 0.95
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| 5207 |
system-administration_20260604_193356_008 calibforge_repair repair_verdict: FLAGGED/INSTR-VERIFIER-MISMATCH; with its replay-verified solution 0 FLAGGED INSTR-VERIFIER-MISMATCH v13_harbor_row:cfr_h3 remaining contrastive_solver 1 1.0 1 moonshotai/Kimi-K3 low 0.95
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system-administration_20260604_193356_009
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system-administration_20260604_194036_001 calibforge_repair repair_verdict: FLAGGED/UNSTABLE-REWARD 0 FLAGGED UNSTABLE-REWARD v13_harbor_row:cfr_h3 remaining contrastive_solver 3 0.0 0 moonshotai/Kimi-K3 low 0.95 moonshotai/Kimi-K3 max 0.95 moonshotai/Kimi-K3 max 0.95
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| 5210 |
system-administration_20260604_194036_002 calibforge_repair repair_verdict: FLAGGED/INSTR-VERIFIER-MISMATCH; with its replay-verified solution 0 FLAGGED INSTR-VERIFIER-MISMATCH v13_harbor_row:cfr_h3 remaining contrastive_solver 1 1.0 1 moonshotai/Kimi-K3 low 0.95
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| 5211 |
system-administration_20260604_194036_003 calibforge_clean tier SEED, verdict CLEAN, and a replay-verified solution 0 SEED CLEAN v13_harbor_row:cfr_h3 remaining contrastive_solver 1 1.0 1 moonshotai/Kimi-K3 low 0.95
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| 5138 |
system-administration_20260603_181444_001 calibforge_repair repair_unsolved: no rollout scored 1 in 3 counted rollouts 0 SEED CLEAN v13_harbor_row:cfr_h3 remaining contrastive_solver 3 0.0 0 moonshotai/Kimi-K3 low 0.95 moonshotai/Kimi-K3 max 0.95 moonshotai/Kimi-K3 max 0.95
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| 5139 |
system-administration_20260603_181444_002 calibforge_repair repair_verdict: FLAGGED/INSTR-VERIFIER-MISMATCH; with its replay-verified solution 0 FLAGGED INSTR-VERIFIER-MISMATCH v13_harbor_row:cfr_h3 remaining contrastive_solver 1 1.0 1 moonshotai/Kimi-K3 low 0.95
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| 5140 |
system-administration_20260603_181444_003 calibforge_clean tier SEED, verdict CLEAN, and a replay-verified solution 0 SEED CLEAN v13_harbor_row:cfr_h3 remaining contrastive_solver 2 1.0 1 moonshotai/Kimi-K3 low 0.95 moonshotai/Kimi-K3 max 0.95
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| 5141 |
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system-administration_20260603_181444_004 calibforge_clean tier SEED, verdict CLEAN, and a replay-verified solution 0 SEED CLEAN v13_harbor_row:cfr_h3 remaining contrastive_solver 1 1.0 1 moonshotai/Kimi-K3 low 0.95
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| 5142 |
system-administration_20260603_181444_005 calibforge_repair repair_verdict: FLAGGED/INSTR-VERIFIER-MISMATCH; with its replay-verified solution 0 FLAGGED INSTR-VERIFIER-MISMATCH v13_harbor_row:cfr_h3 remaining contrastive_solver 1 1.0 1 moonshotai/Kimi-K3 low 0.95
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| 5143 |
system-administration_20260603_181444_006 calibforge_repair repair_verdict: FLAGGED/INSTR-VERIFIER-MISMATCH; with its replay-verified solution 0 FLAGGED INSTR-VERIFIER-MISMATCH v13_harbor_row:cfr_h3 remaining contrastive_solver 1 1.0 1 moonshotai/Kimi-K3 low 0.95
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| 5144 |
system-administration_20260603_181444_007 calibforge_repair repair_verdict: FLAGGED/INSTR-VERIFIER-MISMATCH; with its replay-verified solution 0 FLAGGED INSTR-VERIFIER-MISMATCH v13_harbor_row:cfr_h3 remaining contrastive_solver 2 1.0 1 moonshotai/Kimi-K3 low 0.95 moonshotai/Kimi-K3 max 0.95
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| 5205 |
system-administration_20260604_193356_006 calibforge_clean tier SEED, verdict CLEAN, and a replay-verified solution 0 SEED CLEAN v13_harbor_row:cfr_h3 remaining contrastive_solver 1 1.0 1 deepseek-flash high 1.0
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| 5206 |
system-administration_20260604_193356_007 calibforge_clean tier SEED, verdict CLEAN, and a replay-verified solution 0 SEED CLEAN v13_harbor_row:cfr_h3 remaining contrastive_solver 1 1.0 1 moonshotai/Kimi-K3 low 0.95
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| 5207 |
system-administration_20260604_193356_008 calibforge_repair repair_verdict: FLAGGED/INSTR-VERIFIER-MISMATCH; with its replay-verified solution 0 FLAGGED INSTR-VERIFIER-MISMATCH v13_harbor_row:cfr_h3 remaining contrastive_solver 1 1.0 1 moonshotai/Kimi-K3 low 0.95
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| 5208 |
+
system-administration_20260604_193356_009 calibforge_clean tier SEED, verdict CLEAN, and a replay-verified solution 0 SEED CLEAN v13_harbor_row:cfr_h3 remaining contrastive_solver 1 1.0 1 moonshotai/Kimi-K3 low 0.95
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| 5209 |
system-administration_20260604_194036_001 calibforge_repair repair_verdict: FLAGGED/UNSTABLE-REWARD 0 FLAGGED UNSTABLE-REWARD v13_harbor_row:cfr_h3 remaining contrastive_solver 3 0.0 0 moonshotai/Kimi-K3 low 0.95 moonshotai/Kimi-K3 max 0.95 moonshotai/Kimi-K3 max 0.95
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| 5210 |
system-administration_20260604_194036_002 calibforge_repair repair_verdict: FLAGGED/INSTR-VERIFIER-MISMATCH; with its replay-verified solution 0 FLAGGED INSTR-VERIFIER-MISMATCH v13_harbor_row:cfr_h3 remaining contrastive_solver 1 1.0 1 moonshotai/Kimi-K3 low 0.95
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| 5211 |
system-administration_20260604_194036_003 calibforge_clean tier SEED, verdict CLEAN, and a replay-verified solution 0 SEED CLEAN v13_harbor_row:cfr_h3 remaining contrastive_solver 1 1.0 1 moonshotai/Kimi-K3 low 0.95
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