Updated 8 h ago · first seen 11 Sept 2026
bench_01M293SPEGA1XMKH0SMTFTCK2R
- Metric
- resolved · %
- Direction
- Higher is better
- Results
- 180 · 7 filtered
- Leader
- Claude Opus 4.5 79.2%
Score history · Multiple 22 rows
- Multiple
- 73.8%date=2025-11-03 · board=Verified · system=Salesforce AI Research SAGE · model_tag=claude-sonnet-4.53 Nov 2025
- 73%date=2025-10-21 · board=Verified · system=Salesforce AI Research SAGE · model_tag=claude-sonnet-4.521 Oct 2025
- 74.6%date=2025-09-15 · board=Verified · system=JoyCode · model_tag=claude-4-sonnet15 Sept 2025
- 76.8%date=2025-09-02 · board=Verified · system=Atlassian Rovo Dev · model_tag=claude-sonnet-4-202505142 Sept 2025
- 75.6%date=2025-09-01 · board=Verified · system=Warp · model_tag=gpt-51 Sept 2025
- 76.4%date=2025-08-19 · board=Verified · system=ACoder · model_tag=claude-4-sonnet19 Aug 2025
- 71.2%date=2025-07-15 · board=Verified · system=Qodo Command · model_tag=claude-sonnet-4-2025051415 Jul 2025
- 71%date=2025-06-23 · board=Verified · system=Warp · model_tag=claude-sonnet-4-2025051423 Jun 2025
- 75.2%date=2025-06-12 · board=Verified · system=TRAE · model_tag=claude-4-sonnet-2025052212 Jun 2025
- 74.4%date=2025-06-03 · board=Verified · system=Refact.ai Agent · model_tag=claude-4-sonnet3 Jun 2025
- 70.2%date=2025-05-19 · board=Verified · system=devlo · model_tag=claude-3-7-sonnet-2025021919 May 2025
- 68.2%date=2025-05-16 · board=Verified · system=Nemotron-CORTEXA · model_tag=NV-EmbedCode16 May 2025
Leaderboard 7 current results · config contains “medium”
Select models with +, then open Compare.
| # | Model | Score | Config | Evaluated | Source | Actions |
|---|---|---|---|---|---|---|
| #1Claude Opus 4.5Anthropic | 79.2% | date=2025-12-15 · board=Verified · system=live-SWE-agent · model_tag=claude-opus-4-5-20251101 | 15 Dec 2025 | swebench.comT2 | History | |
| #2Claude Opus 4.5Anthropic | 74.4% | date=2025-11-24 · board=Verified · system=mini-SWE-agent · model_tag=claude-opus-4-5-20251101 | 24 Nov 2025 | swebench.comT2 | History | |
| #3gpt-5.1OpenAI | 66% | date=2025-11-20 · board=Verified · system=mini-SWE-agent · model_tag=gpt-5.1-2025-11-13 | 20 Nov 2025 | swebench.comT2 | History | |
| #4GPT-5.1-CodexOpenAI | 66% | date=2025-11-24 · board=Verified · system=mini-SWE-agent · model_tag=gpt-5.1-codex | 24 Nov 2025 | swebench.comT2 | History | |
| #5gpt-5OpenAI | 65% | date=2025-08-07 · board=Verified · system=mini-SWE-agent · model_tag=gpt-5-2025-08-07 | 7 Aug 2025 | swebench.comT2 | History | |
| #6gpt-5-miniOpenAI | 59.8% | date=2025-08-07 · board=Verified · system=mini-SWE-agent · model_tag=gpt-5-mini-2025-08-07 | 7 Aug 2025 | swebench.comT2 | History | |
| #7gpt-5-nanoOpenAI | 34.8% | date=2025-08-07 · board=Verified · system=mini-SWE-agent · model_tag=gpt-5-nano-2025-08-07 | 7 Aug 2025 | swebench.comT2 | History |
7 results
Scores are reported as published, with their evaluation configuration (harness, prompting, judge). The bar is relative to the best score on this page. Results with different configs are not directly comparable — see methodology.
The config filter matches a value inside each result's configuration (server-side, `config=` on the API). Chips are the values shared by several rows on the first page; per-model identifiers are not offered.
Definition
- Category
- coding
Source:AI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2observed 8 h agomedium
- Task
- resolve real GitHub issues (500 human-validated instances)
Source:AI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2observed 8 h agomedium
- Metric
- resolved · %
Source:AI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2observed 8 h agomedium
- Direction
- Higher is better
- Paper
- https://arxiv.org/abs/2310.06770
Source:AI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2observed 8 h agomedium
- Known limitations
- Scaffold/agent dependent; results are not comparable across harnesses.
Source:AI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2observed 8 h agomedium
- Website
Source:AI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2observed 8 h agomedium
Each value shows its source, tier and observation time. Missing rows mean no source stated them. How results are recorded →
- Evaluated models
- Claude Opus 4.6, doubao-seed-code, gemini-3-flash, MiniMax M2.5, Claude Opus 4.5, Gemini 3 Pro Preview, GLM 5, GPT-5.2-Codex +74(82 total)
As of
Rewind the record: see this entity's attributes exactly as AI Atlas knew them on a given day.
Claim history
Categorycategory1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| coding | → current | current | AI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2 | medium | curated |
Known limitationsknown_limitations1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| Scaffold/agent dependent; results are not comparable across harnesses. | → current | current | AI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2 | medium | curated |
Metricmetric1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| resolved | → current | current | AI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2 | medium | curated |
Paperpaper1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| https://arxiv.org/abs/2310.06770 | → current | current | AI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2 | medium | curated |
Tasktask1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| resolve real GitHub issues (500 human-validated instances) | → current | current | AI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2 | medium | curated |
Unitunit1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| % | → current | current | AI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2 | medium | curated |
Websitewebsite1
| Value | Valid from → to | Status | Source | Confidence | Extractor |
|---|---|---|---|---|---|
| https://www.swebench.com | → current | current | AI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2 | medium | curated |
Claims are temporal and append-only: a new observation closes the previous claim (valid_to) instead of overwriting it. Conflicting claims from different sources are kept side by side and flagged — never averaged. Methodology →
| Source | Document | Type | Tier | Last observed | Snapshots |
|---|---|---|---|---|---|
| SWE-bench leaderboards | swebench.com/ | leaderboard | T2· Quality secondary | 6 h ago | 1 |
Tier 1 = official/primary, 2 = quality secondary, 3 = community, 4 = unverified. Every snapshot is archived; see all sources and the methodology.