Audio2Tool (Text Oracle) - Implicit Reasoning: leaderboard

Metric: Exact match (%): share of queries whose predicted tool or ordered tool sequence and all arguments exactly match the reference after deterministic normalization, on the 4,560 Tier 4 implicit-reasoning queries (the intended action is only implied) of Audio2Tool, with the ground-truth text of the query given to a text LLM (the oracle setting that removes ASR errors), zero-shot; higher is better. Source: arxiv.org. Saturation forecast: Around January 2028. 4 models tracked.

Top models

#ModelScore
1Gemma 3 12B14.5
2Qwen 3 8B12.6
3Qwen 3 4B10.1
4Qwen 3 1.7B8.9

Interactive version: theaggregate.ai/benchmark?slug=audio2tool-text-oracle-implicit-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-07.