Erik Arakelyan

@kirekara.bsky.social

Researcher @Nvidia | PhD from @CopeNLU | Formerly doing magic at @Amazon Alexa AI and @ARM. ML MSc graduate from @UCL. Research is the name of the game. ᓚᘏᗢ http://osoblanco.github.io

I defended my PhD at the University of Copenhagen ☺️ What a journey! I want to give massive thanks to my amazing supervisors, @iaugenstein.bsky.social and @neuralnoise.com who were there with me throughout the whole process. Thesis on: osoblanco.github.io/thesis/ The Arxiv version is coming soon!

PhD Thesis

Machine Learning Researcher

osoblanco.github.io

Isabelle Augenstein@iaugenstein.bsky.social · last yr.

Massive congrats to @kirekara.bsky.social for successfully defending his PhD thesis on mitigating reasoning inconsistencies! 🎉 🍾 👏 👏👏 osoblanco.github.io/thesis/ Thanks to @delliott.bsky.social, @barbaraplank.bsky.social & Ivan Titov for serving on the committee. @copenlu.bsky.social @aicentre.dk

I think given the current weird/awful state of how reviewing is handled in major ML venues we would explicitly need ranking the reviewers even if they are anonymous. This can help (S)ACs at least internally filter out malicious and unqualified ones. Will work on smth like this closer to ~ICML.

The main question about the current LLM “reasoning” research is what to do next. Most go into synthetic generation and training on maybe with self-Refinement in hopes the model becomes better. I think we are missing controlled task formalization, step by step reasoning and strict step verification.