Reflection co-authored a paper accepted at EMNLP 2026 that identifies critical turning points in LLM reasoning using internal belief and grounding signals and targeted SFT and belief-aware RL reward shaping.

Reflection is a research lab making intelligence open and accessible for everyone to use, customize, and build on. Our team previously built frontier LLMs at labs like DeepMind, OpenAI, and Anthropic. We believe AI should be built in the open, with transparent research and collaborative development. That means giving enterprises, governments, and sovereign entities true ownership and control of AI that performs at the highest level. Our mission: make intelligence open and accessible to all.