LoCoEval (Single-Hop) - Function Generation: leaderboard

Metric: Pass@1 (%) on the 160 function-generation tasks of the single-hop subset (64 query outlines built on DevEval repositories): implement a target function described across the conversation, checked by DevEval's test suites; the Full setting: the standalone model reads the whole long-horizon repository-development conversation (30 to 70 turns, 64K to 256K tokens, generated by a Gemini 2.5 Flash mock user from LoCoEval's query outlines) truncated only at its context window, temperature 0; higher is better. Source: arxiv.org. Saturation forecast: Around April 2027. 3 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5 Mini35#176
2Qwen 3 235B A22B 2507 Instruct13.75#291
3DeepSeek V3.28.75#198

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=locoeval-single-hop-function-generation · How It Works · Data refreshed daily, snapshot 2026-10-11.