Task gallery / DeepSWE (long-horizon SWE) / Version 1
Task evidence / console
syncrope/nltk-subword-tokenization
high-fail (unreviewed)Current calibratedChosen benchmark version- Reference solution (oracle)
- Unverified
- No-op resistance check
- Unverified
- QA verdict
- Not recorded
- Aggregate eligibility
- Eligible version
The task
Add a standard-library-only package nltk/tokenize/subword/ (no new dependency, not even re/regex) with BPE, WordPiece and Unigram; change no existing NLTK module; all names below import from nltk.tokenize.subword. Match the HuggingFace tokenizers Python API (signatures, defaults, behavior) where a counterpart exists; deviations/extras: normalizers (NFC/NFD/NFKC/Lowercase/StripAccents/Strip/Replace/Prepend/BertNormal…
Excerpt only; not a complete executable task specification. Task ID task_79559260b7e3427d · version 1. Selection status: not fully recorded.
Results by model and effort
This exact task version only. Every rate is passes / valid runs with a Wilson 95% interval; n≤2 remains counts only. Macro aggregation does not apply within a single task. Baselines are summarized in the quality gates, not ranked. A passed no-op resistance check means that doing nothing did not solve the task.
Current evidence
| Model / effort | Verifier result [95% Wilson] | Diagnostic labels / valid | HARNESS_ERROR · excluded | Outcome classes |
|---|---|---|---|---|
| Claude Opus 5 · default (unverified) | 0/5 · 0.0% [0.0%, 43.4%] | 0 / 5 | 0 | GOOD_FAILURE: 0 BAD_FAILURE: 0 GOOD_SUCCESS: 0 BAD_SUCCESS: 0 |
| GPT-5.6-sol · default (unverified) | 0/5 · 0.0% [0.0%, 43.4%] | 0 / 5 | 0 | GOOD_FAILURE: 0 BAD_FAILURE: 0 GOOD_SUCCESS: 0 BAD_SUCCESS: 0 |
Legacy evidence
| Model / effort | Verifier result [95% Wilson] | Diagnostic labels / valid | HARNESS_ERROR · excluded | Outcome classes |
|---|
Difficulty, with uncertainty
Selected-best difficulty: 100.0% [56.6%, 100.0%]. This is one minus the best measured current-row pass rate among rows with at least five valid runs.
The maximum is selected from the observed rows, so the estimate is optimistic. Its Wilson interval is not adjusted for model selection. “Hard” requires qualifying GOOD_FAILURE evidence; the threshold flag additionally requires the interval and recorded quality gates to meet the documented rule. This is not independent validation. Threshold flag: no.
Every recorded run
45 recorded trials, including controls. Diagnostic labels do not replace verifier reward. Labels and quality checks are source declarations, not independently attested here. Internal evidence remains private; a missing public URL is shown explicitly. Records with invalid or absent rewards are not scored.
| Run / model | Date / source | Reward / eligibility | Diagnostic class / source | Resources | Evidence |
|---|---|---|---|---|---|
trial_03b400b5a0ab4896Claude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_21b5fb67067d4321Claude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_3e0744ce56d3416bClaude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_5b327f1743af4580Claude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_6c9596c9606b40cfClaude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_16cb164c97dc4fd3GPT-5.6-sol · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_3788fdeb0d564d87GPT-5.6-sol · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_574d9a3b8a0d4cb1GPT-5.6-sol · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_b1a32a058e5d4fc7GPT-5.6-sol · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_f936310855044a14GPT-5.6-sol · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_085c7281a8324bedClaude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_295286784c0f46b5Claude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_2c5fc9cb937245fcClaude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_69fa40a11078466dClaude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_c699b0275c8b426cClaude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_2a4a38224e394437GPT-5.6-sol · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_3bcdf2625cec43c1GPT-5.6-sol · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_799acdabe9734ecdGPT-5.6-sol · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_b95562c75973498cGPT-5.6-sol · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_efcfbfb5385e4947GPT-5.6-sol · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_0008dd6cf90d4e5aClaude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_11926c1343f942c8Claude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_74645ff33b3e46d2Claude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_8532b48f545f41ebClaude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_ff41e958d3434b39Claude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_3170c6c03b504da8GPT-5.6-sol · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_6e5337ae991f40dcGPT-5.6-sol · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_780d676ce8154067GPT-5.6-sol · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_8e0ea22ce4df47a5GPT-5.6-sol · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_e5a2a321d793458bGPT-5.6-sol · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_2d1784885e654d5dClaude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_5012a35ce8a04274Claude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_7699656c7526460aClaude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_7b02b76e29b4432fClaude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_979753c81eff4357Claude Opus 5 · default (unverified) | Sep 6, 2026 console | No reward · excludedno_reward | No diagnostic label No diagnostic source | Tokens: — Turns: — Cost: — | Not publicly available |
trial_0e49b6f819114972Claude Opus 5 · default (unverified) | Sep 6, 2026 console | 0 · valid | No diagnostic label derived | Tokens: 254,422 Turns: 68 Cost: $15.0007 | Not publicly available |
trial_5b6becf1935c4535Claude Opus 5 · default (unverified) | Sep 6, 2026 console | 0 · valid | No diagnostic label derived | Tokens: 250,305 Turns: 76 Cost: $16.0458 | Not publicly available |
trial_6c2be759f8584a6eClaude Opus 5 · default (unverified) | Sep 6, 2026 console | 0 · valid | No diagnostic label derived | Tokens: 197,598 Turns: 102 Cost: $17.2577 | Not publicly available |
trial_719be8e5b35246a5Claude Opus 5 · default (unverified) | Sep 6, 2026 console | 0 · valid | No diagnostic label derived | Tokens: 223,209 Turns: 66 Cost: $13.2203 | Not publicly available |
trial_7dca5580fc5742abClaude Opus 5 · default (unverified) | Sep 6, 2026 console | 0 · valid | No diagnostic label derived | Tokens: 256,265 Turns: 65 Cost: $15.2735 | Not publicly available |
trial_97da80e5da1b4120GPT-5.6-sol · default (unverified) | Sep 6, 2026 console | 0 · valid | No diagnostic label derived | Tokens: — Turns: — Cost: — | Not publicly available |
trial_9f3d4bde9a284d9cGPT-5.6-sol · default (unverified) | Sep 6, 2026 console | 0 · valid | No diagnostic label derived | Tokens: — Turns: — Cost: — | Not publicly available |
trial_a284c7699efc4ef4GPT-5.6-sol · default (unverified) | Sep 6, 2026 console | 0 · valid | No diagnostic label derived | Tokens: — Turns: — Cost: — | Not publicly available |
trial_c53b7041be774ebdGPT-5.6-sol · default (unverified) | Sep 6, 2026 console | 0 · valid | No diagnostic label derived | Tokens: — Turns: — Cost: — | Not publicly available |
trial_f8af82305ac842beGPT-5.6-sol · default (unverified) | Sep 6, 2026 console | 0 · valid | No diagnostic label derived | Tokens: — Turns: — Cost: — | Not publicly available |