FAILURE MAP

Understand the failure.
Verify the repair.

Small, reproducible software failures. The broken implementation, the fix that didn’t work, and the one that passed—preserved together.

Explore the cases ↓How results are verified ↗
100840Executable case variants
20168Distinct failure mechanisms
302520Executed implementations
20168Open-access cases

WHAT THE ARCHIVE CONTAINS

100840 executable cases. 20168 are open.

Every case records the implementation that fails, the fix that did not work, and the repair that passed its checks—with recorded outputs and source hashes. This release adds 100840 cases across 20168 failure mechanisms and 254 domains.

The open tier gives you the failure and the unsuccessful fix for one case in every mechanism. The remaining 80672 cases, 5 variants per mechanism, are member-only: the verified repair, its recorded checks, and the full fixture suite are held in the member archive. Read the methodology ↗

A RECORD OF WHAT WENT WRONG

Browse the archive / 100840

Python · Standard library
REFERENCEFAILURE MECHANISMDOMAINACCESS
FA-98401

Token sampling: Token bias is applied after repetition adjustment · case 01

Token bias is applied after repetition adjustment.

Token sampling filters● Open access↗
FA-98402

Token sampling: Token bias is applied after repetition adjustment · case 02

Token bias is applied after repetition adjustment.

Token sampling filters◈ Members↗
FA-98403

Token sampling: Token bias is applied after repetition adjustment · case 03

Token bias is applied after repetition adjustment.

Token sampling filters◈ Members↗
FA-98404

Token sampling: Token bias is applied after repetition adjustment · case 04

Token bias is applied after repetition adjustment.

Token sampling filters◈ Members↗
FA-98405

Token sampling: Token bias is applied after repetition adjustment · case 05

Token bias is applied after repetition adjustment.

Token sampling filters◈ Members↗
FA-98406

Token sampling: Bad-word sequence filter checks only the final token · case 01

Bad-word sequence filter checks only the final token.

Token sampling filters● Open access↗
FA-98407

Token sampling: Bad-word sequence filter checks only the final token · case 02

Bad-word sequence filter checks only the final token.

Token sampling filters◈ Members↗
FA-98408

Token sampling: Bad-word sequence filter checks only the final token · case 03

Bad-word sequence filter checks only the final token.

Token sampling filters◈ Members↗
FA-98409

Token sampling: Bad-word sequence filter checks only the final token · case 04

Bad-word sequence filter checks only the final token.

Token sampling filters◈ Members↗
FA-98410

Token sampling: Bad-word sequence filter checks only the final token · case 05

Bad-word sequence filter checks only the final token.

Token sampling filters◈ Members↗
FA-98411

Token sampling: No-repeat n-gram filter bans every token seen in an n-gram · case 01

No-repeat n-gram filter bans every token seen in an n-gram.

Token sampling filters● Open access↗
FA-98412

Token sampling: No-repeat n-gram filter bans every token seen in an n-gram · case 02

No-repeat n-gram filter bans every token seen in an n-gram.

Token sampling filters◈ Members↗
FA-98413

Token sampling: No-repeat n-gram filter bans every token seen in an n-gram · case 03

No-repeat n-gram filter bans every token seen in an n-gram.

Token sampling filters◈ Members↗
FA-98414

Token sampling: No-repeat n-gram filter bans every token seen in an n-gram · case 04

No-repeat n-gram filter bans every token seen in an n-gram.

Token sampling filters◈ Members↗
FA-98415

Token sampling: No-repeat n-gram filter bans every token seen in an n-gram · case 05

No-repeat n-gram filter bans every token seen in an n-gram.

Token sampling filters◈ Members↗
FA-98416

Token sampling: Adaptive top-a uses an absolute rather than relative gap · case 01

Adaptive top-a uses an absolute rather than relative gap.

Token sampling filters● Open access↗
FA-98417

Token sampling: Adaptive top-a uses an absolute rather than relative gap · case 02

Adaptive top-a uses an absolute rather than relative gap.

Token sampling filters◈ Members↗
FA-98418

Token sampling: Adaptive top-a uses an absolute rather than relative gap · case 03

Adaptive top-a uses an absolute rather than relative gap.

Token sampling filters◈ Members↗
FA-98419

Token sampling: Adaptive top-a uses an absolute rather than relative gap · case 04

Adaptive top-a uses an absolute rather than relative gap.

Token sampling filters◈ Members↗
FA-98420

Token sampling: Adaptive top-a uses an absolute rather than relative gap · case 05

Adaptive top-a uses an absolute rather than relative gap.

Token sampling filters◈ Members↗
FA-98421

Token sampling: Eta cutoff compares log probability to a probability threshold · case 01

Eta cutoff compares log probability to a probability threshold.

Token sampling filters● Open access↗
FA-98422

Token sampling: Eta cutoff compares log probability to a probability threshold · case 02

Eta cutoff compares log probability to a probability threshold.

Token sampling filters◈ Members↗
FA-98423

Token sampling: Eta cutoff compares log probability to a probability threshold · case 03

Eta cutoff compares log probability to a probability threshold.

Token sampling filters◈ Members↗
FA-98424

Token sampling: Eta cutoff compares log probability to a probability threshold · case 04

Eta cutoff compares log probability to a probability threshold.

Token sampling filters◈ Members↗
FA-98425

Token sampling: Eta cutoff compares log probability to a probability threshold · case 05

Eta cutoff compares log probability to a probability threshold.

Token sampling filters◈ Members↗
FA-98426

Token sampling: Top-k probability mass is measured before candidate restriction · case 01

Top-k probability mass is measured before candidate restriction.

Token sampling filters● Open access↗
FA-98427

Token sampling: Top-k probability mass is measured before candidate restriction · case 02

Top-k probability mass is measured before candidate restriction.

Token sampling filters◈ Members↗
FA-98428

Token sampling: Top-k probability mass is measured before candidate restriction · case 03

Top-k probability mass is measured before candidate restriction.

Token sampling filters◈ Members↗
FA-98429

Token sampling: Top-k probability mass is measured before candidate restriction · case 04

Top-k probability mass is measured before candidate restriction.

Token sampling filters◈ Members↗
FA-98430

Token sampling: Top-k probability mass is measured before candidate restriction · case 05

Top-k probability mass is measured before candidate restriction.

Token sampling filters◈ Members↗
FA-98431

Token sampling: Tail-free pruning measures drops from the unsorted vocabulary · case 01

Tail-free pruning measures drops from the unsorted vocabulary.

Token sampling filters● Open access↗
FA-98432

Token sampling: Tail-free pruning measures drops from the unsorted vocabulary · case 02

Tail-free pruning measures drops from the unsorted vocabulary.

Token sampling filters◈ Members↗
FA-98433

Token sampling: Tail-free pruning measures drops from the unsorted vocabulary · case 03

Tail-free pruning measures drops from the unsorted vocabulary.

Token sampling filters◈ Members↗
FA-98434

Token sampling: Tail-free pruning measures drops from the unsorted vocabulary · case 04

Tail-free pruning measures drops from the unsorted vocabulary.

Token sampling filters◈ Members↗
FA-98435

Token sampling: Tail-free pruning measures drops from the unsorted vocabulary · case 05

Tail-free pruning measures drops from the unsorted vocabulary.

Token sampling filters◈ Members↗
FA-98436

Token sampling: Prompt history is included in repetition adjustment · case 01

Prompt history is included in repetition adjustment.

Token sampling filters● Open access↗
FA-98437

Token sampling: Prompt history is included in repetition adjustment · case 02

Prompt history is included in repetition adjustment.

Token sampling filters◈ Members↗
FA-98438

Token sampling: Prompt history is included in repetition adjustment · case 03

Prompt history is included in repetition adjustment.

Token sampling filters◈ Members↗
FA-98439

Token sampling: Prompt history is included in repetition adjustment · case 04

Prompt history is included in repetition adjustment.

Token sampling filters◈ Members↗
FA-98440

Token sampling: Prompt history is included in repetition adjustment · case 05

Prompt history is included in repetition adjustment.

Token sampling filters◈ Members↗
FA-98441

Beam search: child score drops its parent history · case 01

child score drops its parent history.

Beam search bookkeeping● Open access↗
FA-98442

Beam search: child score drops its parent history · case 02

child score drops its parent history.

Beam search bookkeeping◈ Members↗
FA-98443

Beam search: child score drops its parent history · case 03

child score drops its parent history.

Beam search bookkeeping◈ Members↗
FA-98444

Beam search: child score drops its parent history · case 04

child score drops its parent history.

Beam search bookkeeping◈ Members↗
FA-98445

Beam search: child score drops its parent history · case 05

child score drops its parent history.

Beam search bookkeeping◈ Members↗
FA-98446

Beam search: backtrace follows pre-prune beam slots · case 01

backtrace follows pre-prune beam slots.

Beam search bookkeeping● Open access↗
FA-98447

Beam search: backtrace follows pre-prune beam slots · case 02

backtrace follows pre-prune beam slots.

Beam search bookkeeping◈ Members↗
FA-98448

Beam search: backtrace follows pre-prune beam slots · case 03

backtrace follows pre-prune beam slots.

Beam search bookkeeping◈ Members↗
FA-98449

Beam search: backtrace follows pre-prune beam slots · case 04

backtrace follows pre-prune beam slots.

Beam search bookkeeping◈ Members↗
FA-98450

Beam search: backtrace follows pre-prune beam slots · case 05

backtrace follows pre-prune beam slots.

Beam search bookkeeping◈ Members↗
FA-98451

Beam search: beam width is enforced independently per batch item · case 01

beam width is enforced independently per batch item.

Beam search bookkeeping● Open access↗
FA-98452

Beam search: beam width is enforced independently per batch item · case 02

beam width is enforced independently per batch item.

Beam search bookkeeping◈ Members↗
FA-98453

Beam search: beam width is enforced independently per batch item · case 03

beam width is enforced independently per batch item.

Beam search bookkeeping◈ Members↗
FA-98454

Beam search: beam width is enforced independently per batch item · case 04

beam width is enforced independently per batch item.

Beam search bookkeeping◈ Members↗
FA-98455

Beam search: beam width is enforced independently per batch item · case 05

beam width is enforced independently per batch item.

Beam search bookkeeping◈ Members↗
FA-98456

Beam search: candidate budget is shared before per-parent expansion · case 01

candidate budget is shared before per-parent expansion.

Beam search bookkeeping● Open access↗
FA-98457

Beam search: candidate budget is shared before per-parent expansion · case 02

candidate budget is shared before per-parent expansion.

Beam search bookkeeping◈ Members↗
FA-98458

Beam search: candidate budget is shared before per-parent expansion · case 03

candidate budget is shared before per-parent expansion.

Beam search bookkeeping◈ Members↗
FA-98459

Beam search: candidate budget is shared before per-parent expansion · case 04

candidate budget is shared before per-parent expansion.

Beam search bookkeeping◈ Members↗
FA-98460

Beam search: candidate budget is shared before per-parent expansion · case 05

candidate budget is shared before per-parent expansion.

Beam search bookkeeping◈ Members↗
FA-98461

Beam search: end marker is expanded as an ordinary live token · case 01

end marker is expanded as an ordinary live token.

Beam search bookkeeping● Open access↗
FA-98462

Beam search: end marker is expanded as an ordinary live token · case 02

end marker is expanded as an ordinary live token.

Beam search bookkeeping◈ Members↗
FA-98463

Beam search: end marker is expanded as an ordinary live token · case 03

end marker is expanded as an ordinary live token.

Beam search bookkeeping◈ Members↗
FA-98464

Beam search: end marker is expanded as an ordinary live token · case 04

end marker is expanded as an ordinary live token.

Beam search bookkeeping◈ Members↗
FA-98465

Beam search: end marker is expanded as an ordinary live token · case 05

end marker is expanded as an ordinary live token.

Beam search bookkeeping◈ Members↗
FA-98466

Beam search: terminal score omits the end-marker contribution · case 01

terminal score omits the end-marker contribution.

Beam search bookkeeping● Open access↗
FA-98467

Beam search: terminal score omits the end-marker contribution · case 02

terminal score omits the end-marker contribution.

Beam search bookkeeping◈ Members↗
FA-98468

Beam search: terminal score omits the end-marker contribution · case 03

terminal score omits the end-marker contribution.

Beam search bookkeeping◈ Members↗
FA-98469

Beam search: terminal score omits the end-marker contribution · case 04

terminal score omits the end-marker contribution.

Beam search bookkeeping◈ Members↗
FA-98470

Beam search: terminal score omits the end-marker contribution · case 05

terminal score omits the end-marker contribution.

Beam search bookkeeping◈ Members↗
FA-98471

Beam search: finished hypotheses are discarded at the next timestep · case 01

finished hypotheses are discarded at the next timestep.

Beam search bookkeeping● Open access↗
FA-98472

Beam search: finished hypotheses are discarded at the next timestep · case 02

finished hypotheses are discarded at the next timestep.

Beam search bookkeeping◈ Members↗
FA-98473

Beam search: finished hypotheses are discarded at the next timestep · case 03

finished hypotheses are discarded at the next timestep.

Beam search bookkeeping◈ Members↗
FA-98474

Beam search: finished hypotheses are discarded at the next timestep · case 04

finished hypotheses are discarded at the next timestep.

Beam search bookkeeping◈ Members↗
FA-98475

Beam search: finished hypotheses are discarded at the next timestep · case 05

finished hypotheses are discarded at the next timestep.

Beam search bookkeeping◈ Members↗
FA-98476

Beam search: beam pruning ranks raw totals instead of normalized totals · case 01

beam pruning ranks raw totals instead of normalized totals.

Beam search bookkeeping● Open access↗
FA-98477

Beam search: beam pruning ranks raw totals instead of normalized totals · case 02

beam pruning ranks raw totals instead of normalized totals.

Beam search bookkeeping◈ Members↗
FA-98478

Beam search: beam pruning ranks raw totals instead of normalized totals · case 03

beam pruning ranks raw totals instead of normalized totals.

Beam search bookkeeping◈ Members↗
FA-98479

Beam search: beam pruning ranks raw totals instead of normalized totals · case 04

beam pruning ranks raw totals instead of normalized totals.

Beam search bookkeeping◈ Members↗
FA-98480

Beam search: beam pruning ranks raw totals instead of normalized totals · case 05

beam pruning ranks raw totals instead of normalized totals.

Beam search bookkeeping◈ Members↗
FA-98481

Beam search: length penalty counts prompt tokens as generated output · case 01

length penalty counts prompt tokens as generated output.

Beam search bookkeeping● Open access↗
FA-98482

Beam search: length penalty counts prompt tokens as generated output · case 02

length penalty counts prompt tokens as generated output.

Beam search bookkeeping◈ Members↗
FA-98483

Beam search: length penalty counts prompt tokens as generated output · case 03

length penalty counts prompt tokens as generated output.

Beam search bookkeeping◈ Members↗
FA-98484

Beam search: length penalty counts prompt tokens as generated output · case 04

length penalty counts prompt tokens as generated output.

Beam search bookkeeping◈ Members↗
FA-98485

Beam search: length penalty counts prompt tokens as generated output · case 05

length penalty counts prompt tokens as generated output.

Beam search bookkeeping◈ Members↗
FA-98486

Beam search: length penalty favors longer paths under a penalty contract · case 01

length penalty favors longer paths under a penalty contract.

Beam search bookkeeping● Open access↗
FA-98487

Beam search: length penalty favors longer paths under a penalty contract · case 02

length penalty favors longer paths under a penalty contract.

Beam search bookkeeping◈ Members↗
FA-98488

Beam search: length penalty favors longer paths under a penalty contract · case 03

length penalty favors longer paths under a penalty contract.

Beam search bookkeeping◈ Members↗
FA-98489

Beam search: length penalty favors longer paths under a penalty contract · case 04

length penalty favors longer paths under a penalty contract.

Beam search bookkeeping◈ Members↗
FA-98490

Beam search: length penalty favors longer paths under a penalty contract · case 05

length penalty favors longer paths under a penalty contract.

Beam search bookkeeping◈ Members↗
FA-98491

Beam search: length normalization changes accumulated search scores · case 01

length normalization changes accumulated search scores.

Beam search bookkeeping● Open access↗
FA-98492

Beam search: length normalization changes accumulated search scores · case 02

length normalization changes accumulated search scores.

Beam search bookkeeping◈ Members↗
FA-98493

Beam search: length normalization changes accumulated search scores · case 03

length normalization changes accumulated search scores.

Beam search bookkeeping◈ Members↗
FA-98494

Beam search: length normalization changes accumulated search scores · case 04

length normalization changes accumulated search scores.

Beam search bookkeeping◈ Members↗
FA-98495

Beam search: length normalization changes accumulated search scores · case 05

length normalization changes accumulated search scores.

Beam search bookkeeping◈ Members↗
FA-98496

Beam search: search stops before a live path can beat the finished set · case 01

search stops before a live path can beat the finished set.

Beam search bookkeeping● Open access↗
FA-98497

Beam search: search stops before a live path can beat the finished set · case 02

search stops before a live path can beat the finished set.

Beam search bookkeeping◈ Members↗
FA-98498

Beam search: search stops before a live path can beat the finished set · case 03

search stops before a live path can beat the finished set.

Beam search bookkeeping◈ Members↗
FA-98499

Beam search: search stops before a live path can beat the finished set · case 04

search stops before a live path can beat the finished set.

Beam search bookkeeping◈ Members↗
FA-98500

Beam search: search stops before a live path can beat the finished set · case 05

search stops before a live path can beat the finished set.

Beam search bookkeeping◈ Members↗

INSPECTABLE BY DESIGN

Every result has a runnable source.

Runnable implementations with recorded outputs, source hashes, and explicit contracts. Related variants share a failure mechanism and belong together in evaluation splits.

Read the methodology ↗