ReAct: Synergizing Reasoning and Acting in Language Models

Problem

Models that only reason, or only act, miss the other half. This paper looks at knowledge tasks and decision tasks where both are needed.

Method

The model writes a reasoning trace, then takes an action, and keeps going. I have not added a diagram. TODO_DIAGRAM

Key results

Claim	Result
Headline	Interleaving reasoning traces with actions beats either alone on knowledge and decision tasks.
Benchmark numbers	TODO_RESULTS

What I'd question

TODO_QUESTIONS. I still need to check the baselines, the datasets, and which ablations are missing.

How I'd use it

The pattern fits the agent work I am already doing. I would connect it to Klindok and to the thesis agent that checks synthetic health data.

Reproduce it

I have not run this yet. TODO_CODE_URL

Related papers

Week 2 is Reflexion.