All evidence cases
DeepSWE v1.1repositoryPython

Add an error-accumulating Validated container

Add a Validated container that accumulates errors while preserving standard container APIs.

returns-validated-error-accumulation

Normalized profile

What this task asks for

Add a Validated container that accumulates errors while preserving standard container APIs. The from_failure classmethod must wrap a single error into a 1-tuple so accumulation works uniformly. When apply combines two Invalid containers, the resulting error tuple must be self's errors concatenated with the other's errors, preserving stable left-to-right order. The from_validated classmethod must return the same instance it receives. The alt method on Invalid must apply the provided function to each individual error element in the tuple, returning a new Invalid with the mapped results. Valid and Invalid must support structural pattern matching via __match_args__. The decorator must preserve the wrapped function's name.

  • feature implementation
  • data transformation
  • bug repair
  • runtime
  • library API
  • Returns
  • repository patch
  • strict behavioral compatibility or exact-output validation

Published evidence

Model × harness outcomes

Counts are tied to these exact configurations. Harnesses are not treated as equivalent across benchmarks.

Models
13
Configurations
41
Trials
164

Showing 41 of 41 configurations

ModelHarnessEffortResultPasses
claude-fable-5vertex_aimini-swe-agentpublished configurationlowAll passed4/4
claude-fable-5vertex_aimini-swe-agentpublished configurationmediumAll passed4/4
claude-fable-5vertex_aimini-swe-agentpublished configurationhighAll passed4/4
claude-fable-5vertex_aimini-swe-agentpublished configurationxhighAll passed4/4
claude-fable-5vertex_aimini-swe-agentpublished configurationmaxAll passed4/4
claude-opus-4-8anthropicmini-swe-agentpublished configurationlowAll passed4/4
claude-opus-4-8anthropicmini-swe-agentpublished configurationmediumAll passed4/4
claude-opus-4-8anthropicmini-swe-agentpublished configurationhighAll passed4/4
claude-opus-4-8anthropicmini-swe-agentpublished configurationxhighAll passed4/4
claude-opus-4-8anthropicmini-swe-agentpublished configurationmaxAll passed4/4
claude-sonnet-4-6anthropicmini-swe-agentpublished configurationhighMixed2/4
claude-sonnet-5anthropicmini-swe-agentpublished configurationlowMixed3/4
claude-sonnet-5anthropicmini-swe-agentpublished configurationmediumMixed3/4
claude-sonnet-5anthropicmini-swe-agentpublished configurationhighAll passed4/4
claude-sonnet-5anthropicmini-swe-agentpublished configurationxhighAll passed4/4
claude-sonnet-5anthropicmini-swe-agentpublished configurationmaxAll passed4/4
gemini-3-1-pro-previewvertex_aimini-swe-agentpublished configurationhighNo passes0/4
gemini-3-5-flashvertex_aimini-swe-agentpublished configurationmediumAll passed4/4
glm-5-2zaimini-swe-agentpublished configurationhighMixed3/4
glm-5-2zaimini-swe-agentpublished configurationmaxAll passed4/4
gpt-5-4openaimini-swe-agentpublished configurationxhighMixed2/4
gpt-5-5openaimini-swe-agentpublished configurationlowNo passes0/4
gpt-5-5openaimini-swe-agentpublished configurationmediumAll passed4/4
gpt-5-5openaimini-swe-agentpublished configurationhighAll passed4/4
gpt-5-5openaimini-swe-agentpublished configurationxhighAll passed4/4
gpt-5-6-lunaopenaimini-swe-agentpublished configurationlowNo passes0/4
gpt-5-6-lunaopenaimini-swe-agentpublished configurationmediumNo passes0/4
gpt-5-6-lunaopenaimini-swe-agentpublished configurationhighAll passed4/4
gpt-5-6-lunaopenaimini-swe-agentpublished configurationxhighAll passed4/4
gpt-5-6-lunaopenaimini-swe-agentpublished configurationmaxAll passed4/4
gpt-5-6-solopenaimini-swe-agentpublished configurationlowMixed1/4
gpt-5-6-solopenaimini-swe-agentpublished configurationmediumAll passed4/4
gpt-5-6-solopenaimini-swe-agentpublished configurationhighAll passed4/4
gpt-5-6-solopenaimini-swe-agentpublished configurationxhighAll passed4/4
gpt-5-6-solopenaimini-swe-agentpublished configurationmaxAll passed4/4
gpt-5-6-terraopenaimini-swe-agentpublished configurationlowMixed1/4
gpt-5-6-terraopenaimini-swe-agentpublished configurationmediumMixed2/4
gpt-5-6-terraopenaimini-swe-agentpublished configurationhighAll passed4/4
gpt-5-6-terraopenaimini-swe-agentpublished configurationxhighAll passed4/4
gpt-5-6-terraopenaimini-swe-agentpublished configurationmaxAll passed4/4
kimi-k2-7-codeopenroutermini-swe-agentpublished configurationdefaultMixed2/4