Task gallery / DeepSWE (long-horizon SWE) / Version 1
Reference solution (oracle)
Unverified
No-op resistance check
Unverified
QA verdict
Not recorded
Aggregate eligibility
Eligible version

The task

python-bibtexparser v2 has only whole-field @string interpolation. Implement the BibLaTeX data-resolution model as a new bibtexparser.biblatex subpackage. The biblatex package manual, version 3.20 (CTAN), is the sole authority — data model, static entry sets, XDATA containers, the mincrossrefs option, Appendix B's default inheritance setup. In scope: macro expansion (@string definitions usable only after they appear…

Excerpt only; not a complete executable task specification. Task ID task_9dd118dd4f614701 · 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 / effortVerifier result [95% Wilson]Diagnostic labels / validHARNESS_ERROR · excludedOutcome classes
Claude Opus 5 · default (unverified)0/00 / 00
GOOD_FAILURE: 0
BAD_FAILURE: 0
GOOD_SUCCESS: 0
BAD_SUCCESS: 0

Legacy evidence

Model / effortVerifier result [95% Wilson]Diagnostic labels / validHARNESS_ERROR · excludedOutcome classes
Claude Opus 4.8 · default (unverified)0/5 · 0.0% [0.0%, 43.4%]5 / 50
GOOD_FAILURE: 4
BAD_FAILURE: 1
GOOD_SUCCESS: 0
BAD_SUCCESS: 0
Gemini Flash (latest alias) · default (unverified)0/00 / 00
GOOD_FAILURE: 0
BAD_FAILURE: 0
GOOD_SUCCESS: 0
BAD_SUCCESS: 0

Every recorded run

15 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 / modelDate / sourceReward / eligibilityDiagnostic class / sourceResourcesEvidence
trial_446694b6025f44b6
Claude Opus 4.8 · default (unverified)
Aug 29, 2026
console
0 · validGOOD_FAILURE
frozen-classifier
Tokens: 116,226
Turns: 86
Cost: $12.3083
Not publicly available
trial_4584609b600a4290
Claude Opus 4.8 · default (unverified)
Aug 29, 2026
console
0 · validGOOD_FAILURE
frozen-classifier
Tokens: 108,689
Turns: 75
Cost: $8.8164
Not publicly available
trial_4de379a6e0064b4e
Claude Opus 4.8 · default (unverified)
Aug 29, 2026
console
0 · validBAD_FAILURE
frozen-classifier
Tokens: 97,611
Turns: 56
Cost: $6.8695
Not publicly available
trial_8b919ff9f6304b28
Claude Opus 4.8 · default (unverified)
Aug 29, 2026
console
0 · validGOOD_FAILURE
frozen-classifier
Tokens: 88,079
Turns: 64
Cost: $7.1447
Not publicly available
trial_90b7f856058642f7
Claude Opus 4.8 · default (unverified)
Aug 29, 2026
console
0 · validGOOD_FAILURE
frozen-classifier
Tokens: 104,440
Turns: 70
Cost: $8.6359
Not publicly available
trial_1dfd69caf0a546cf
Claude Opus 5 · default (unverified)
Sep 1, 2026
console
No reward · excludedno_rewardNo diagnostic label
No diagnostic source
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_1e04cdce5140407a
Claude Opus 5 · default (unverified)
Sep 1, 2026
console
No reward · excludedno_rewardNo diagnostic label
No diagnostic source
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_60758876adb840d1
Claude Opus 5 · default (unverified)
Sep 1, 2026
console
No reward · excludedno_rewardNo diagnostic label
No diagnostic source
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_7fabd67a393f4944
Claude Opus 5 · default (unverified)
Sep 1, 2026
console
No reward · excludedno_rewardNo diagnostic label
No diagnostic source
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_d75b690389c54158
Claude Opus 5 · default (unverified)
Sep 1, 2026
console
No reward · excludedno_rewardNo diagnostic label
No diagnostic source
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_2bdf7c6884134e8d
Gemini Flash (latest alias) · default (unverified)
Sep 1, 2026
console
No reward · excludedno_rewardNo diagnostic label
No diagnostic source
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_3d66b127376d4f04
Gemini Flash (latest alias) · default (unverified)
Sep 1, 2026
console
No reward · excludedno_rewardNo diagnostic label
No diagnostic source
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_587259f53c884a4f
Gemini Flash (latest alias) · default (unverified)
Sep 1, 2026
console
No reward · excludedno_rewardNo diagnostic label
No diagnostic source
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_83fe517d923e4f29
Gemini Flash (latest alias) · default (unverified)
Sep 1, 2026
console
No reward · excludedno_rewardNo diagnostic label
No diagnostic source
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_ca4c96e43b5e40e5
Gemini Flash (latest alias) · default (unverified)
Sep 1, 2026
console
No reward · excludedno_rewardNo diagnostic label
No diagnostic source
Tokens: —
Turns: —
Cost: —
Not publicly available