Task gallery / Machine learning / Version 1
Reference solution (oracle)
Pass
No-op resistance check
Pass
QA verdict
snorkel review: needs-revision x2, accept x1
Aggregate eligibility
Eligible version

The task

An instruction excerpt is not available in the public snapshot.

Excerpt only; not a complete executable task specification. Task ID review-51b8441e76d0691c · 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

Legacy evidence

Model / effortVerifier result [95% Wilson]Diagnostic labels / validHARNESS_ERROR · excludedOutcome classes
Claude Opus 4.8 · default (unverified)15/15 · 100.0% [79.6%, 100.0%]0 / 150
GOOD_FAILURE: 0
BAD_FAILURE: 0
GOOD_SUCCESS: 0
BAD_SUCCESS: 0
GPT-5.5 · default (unverified)7/15 · 46.7% [24.8%, 69.9%]0 / 150
GOOD_FAILURE: 0
BAD_FAILURE: 0
GOOD_SUCCESS: 0
BAD_SUCCESS: 0

Every recorded run

42 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
tbench-task__WZBZino
nop@@
Not recorded
repo
0 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
tbench-task__ES4MFUQ
oracle@@
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
tbench-task__Ncf9BJ3
oracle@@
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
tbench-task__Kr7DYND
oracle@@
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
tbench-task__bPEi9vG
Claude Opus 4.8 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 12,768
Turns: —
Cost: $0.6855
Not publicly available
tbench-task__ogQYN7S
Claude Opus 4.8 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 14,608
Turns: —
Cost: $0.7283
Not publicly available
tbench-task__qthKr9v
Claude Opus 4.8 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 13,283
Turns: —
Cost: $0.6747
Not publicly available
tbench-task__Ng8E5pu
Claude Opus 4.8 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 13,954
Turns: —
Cost: $0.8435
Not publicly available
tbench-task__DRpo6P2
Claude Opus 4.8 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 16,532
Turns: —
Cost: $0.9608
Not publicly available
tbench-task__hDYQ7vo
GPT-5.5 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 20,214
Turns: —
Cost: $2.0312
Not publicly available
tbench-task__2qJzgM7
GPT-5.5 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 15,154
Turns: —
Cost: $1.2001
Not publicly available
tbench-task__enSCi2k
GPT-5.5 · default (unverified)
Not recorded
repo
0 · validNo diagnostic label
derived
Tokens: 17,520
Turns: —
Cost: $1.3480
Not publicly available
tbench-task__AS9Pyk5
GPT-5.5 · default (unverified)
Not recorded
repo
0 · validNo diagnostic label
derived
Tokens: 16,557
Turns: —
Cost: $1.8177
Not publicly available
tbench-task__AntJ3py
GPT-5.5 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 19,778
Turns: —
Cost: $1.8217
Not publicly available
tbench-task__Q4Q8Kwr
oracle@@
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
tbench-task__BPTtMui
nop@@
Not recorded
repo
0 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
tbench-task__7aGnfge
oracle@@
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
tbench-task__HtHxJcs
oracle@@
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
tbench-task__RBJncf2
Claude Opus 4.8 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 12,118
Turns: —
Cost: $0.6337
Not publicly available
tbench-task__6d3LFkD
Claude Opus 4.8 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 17,884
Turns: —
Cost: $1.0087
Not publicly available
tbench-task__RmhdaBF
Claude Opus 4.8 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 13,243
Turns: —
Cost: $0.6923
Not publicly available
tbench-task__A89mfG7
Claude Opus 4.8 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 16,548
Turns: —
Cost: $0.8880
Not publicly available
tbench-task__nnHm7WX
Claude Opus 4.8 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 15,280
Turns: —
Cost: $0.7865
Not publicly available
tbench-task__LEZhRRt
GPT-5.5 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 27,093
Turns: —
Cost: $2.5039
Not publicly available
tbench-task__mX7PbLS
GPT-5.5 · default (unverified)
Not recorded
repo
0 · validNo diagnostic label
derived
Tokens: 26,802
Turns: —
Cost: $2.7483
Not publicly available
tbench-task__TkeM9LL
GPT-5.5 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 23,544
Turns: —
Cost: $1.8832
Not publicly available
tbench-task__TJcKRAy
GPT-5.5 · default (unverified)
Not recorded
repo
0 · validNo diagnostic label
derived
Tokens: 21,028
Turns: —
Cost: $2.1103
Not publicly available
tbench-task__KBEvTLC
GPT-5.5 · default (unverified)
Not recorded
repo
0 · validNo diagnostic label
derived
Tokens: 25,045
Turns: —
Cost: $2.6074
Not publicly available
tbench-task__x6fqRuD
oracle@@
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
tbench-task__5hFS8uj
oracle@@
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
tbench-task__giTjtSk
nop@@
Not recorded
repo
0 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
tbench-task__BayM8LR
oracle@@
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
tbench-task__e4x6a9L
Claude Opus 4.8 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 16,234
Turns: —
Cost: $0.8984
Not publicly available
tbench-task__arJqXZo
Claude Opus 4.8 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 11,514
Turns: —
Cost: $0.5834
Not publicly available
tbench-task__JQbGkTY
Claude Opus 4.8 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 16,283
Turns: —
Cost: $0.8661
Not publicly available
tbench-task__nfetHsC
Claude Opus 4.8 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 14,997
Turns: —
Cost: $0.8595
Not publicly available
tbench-task__cwJ6T7d
Claude Opus 4.8 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 17,996
Turns: —
Cost: $0.9955
Not publicly available
tbench-task__MB8iRXg
GPT-5.5 · default (unverified)
Not recorded
repo
0 · validNo diagnostic label
derived
Tokens: 24,230
Turns: —
Cost: $2.6524
Not publicly available
tbench-task__6oBvv4f
GPT-5.5 · default (unverified)
Not recorded
repo
0 · validNo diagnostic label
derived
Tokens: 29,846
Turns: —
Cost: $2.8116
Not publicly available
tbench-task__CQ5qKa2
GPT-5.5 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 16,182
Turns: —
Cost: $1.6468
Not publicly available
tbench-task__zx83bbt
GPT-5.5 · default (unverified)
Not recorded
repo
0 · validNo diagnostic label
derived
Tokens: 17,283
Turns: —
Cost: $1.7706
Not publicly available
tbench-task__2Ef88bC
GPT-5.5 · default (unverified)
Not recorded
repo
1 · validNo diagnostic label
derived
Tokens: 26,500
Turns: —
Cost: $2.4985
Not publicly available