TopBench (Agentic) - Filtering (F1): leaderboard

Metric: F1 (0 to 1) on TopBench's filtering questions with classification targets, solved by the authors' ReAct agent that writes and runs Python in a Docker sandbox over the table: overlap between the set of records in the agent's CSV and the reference set of records whose predicted class meets the query; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 9 models tracked.

Top models

#ModelScore
1Gemini 3 Flash0.58
2Claude Sonnet 4.50.55
3DeepSeek V3.20.48
4Qwen 3 235B A22B 2507 (Thinking)0.42
5GPT-5.20.38
6DeepSeek V3.2 (Thinking)0.38
7Qwen 3 235B A22B 2507 Instruct0.28

Interactive version: theaggregate.ai/benchmark?slug=topbench-agentic-filtering-f1 · How It Works · Data refreshed daily, snapshot 2026-10-07.