LongDS v1.1 Full - Social Good: leaderboard

The Social Good domain of LongDS v1.1 Full: 10 long-horizon data-analysis tasks built from Kaggle notebooks and datasets, where each model runs under one vendor's agentic coding harness (Claude Code, Codex, Kimi Code or Qoder). Later turns update, perturb, roll back or combine analytical states set up earlier; a judge scores each turn against executable reference code, and the score is turn accuracy macro-averaged over tasks, in percent.

Metric: Accuracy (%; judged turn accuracy macro-averaged over 10 tasks), each model under one agentic coding harness. Source: zjunlp.github.io. Saturation forecast: Around March 2027. 6 models tracked.

Top models

#ModelScoreOverall rank
1Kimi K356.12#53
2GPT-5.6 Sol55.36#29
3Qwen 3.8 Max (0902)51.21#49
4GLM-5.248.58#137
5DeepSeek V4 Pro36.22#181

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=longds-v1-1-full-social-good · How It Works · Data refreshed daily, snapshot 2026-11-12.