Novel cognitive science grounded approach to preference modeling: synthetic counterfactual training + attention-based attribute integration. Impressive empirical validation across 45 communities with human evaluation confirming interpretability claims. This opens exciting research directions!

I had always wanted to work on something that can combine my love for fiction and NLP research, making this project a lot of fun. Huge thanks to the wonderful @melaniesclar.bsky.social and @tsvetshop.bsky.social! We welcome any feedback and questions -- don't hesitate to reach out! 16/16

Effective decision-making starts with asking the right questions. Our new framework, ALFA, teaches LLMs to ask questions through fine-grained attributes in expert domains. Excited to see where this takes the next generation of effective LLM assistants and agents!

Thanks for this nice summary of our recent EMNLP paper! Work with @smfsamir.bsky.social and others at @tsvetshop.bsky.social