GISA - Table Item F1: leaderboard

Metric: Item-level F1 (%) between predicted and gold table cells on the 253 table-type queries; GISA's human-written information-seeking queries with deterministic answers (normalized TSV output compared cell by cell); LLMs run as ReAct agents with Google search (Serper) and Jina browse tools whose pages the same model summarizes, at most 30 tool calls and 8,192 output tokens per step, while commercial search systems run as offered; higher is better. Source: arxiv.org. Saturation forecast: Around March 2027. 16 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 Max (Thinking)66.86#201 (Qwen 3 Max)
2Gemini 3 Pro (High)66.02#77 (Gemini 3 Pro)
3Claude Sonnet 4.5 (Thinking)65.17#138 (Claude Sonnet 4.5)
4Gemini 3 Pro (Low)64.93#77 (Gemini 3 Pro)
5Claude Sonnet 4.563.71#138
6DeepSeek V3.2 (Thinking)62.42#198 (DeepSeek V3.2)
7DeepSeek V3.2 (Non-reasoning)62.24#198 (DeepSeek V3.2)
8GLM-4.7 (Thinking)61.28#185 (GLM-4.7)
9Kimi K2.5 (Thinking)61.23#139 (Kimi K2.5)
10GPT-5.2 (Thinking)60.2#105 (GPT-5.2)
11O4 Mini Deep Research56.47#219
12GPT-4o Search Preview45.61#445
13Qwen 3 235B A22B (Thinking)43.93#304 (Qwen 3 235B A22B)

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

Interactive version: theaggregate.ai/benchmark?slug=gisa-table-item-f1 · How It Works · Data refreshed daily, snapshot 2026-10-11.