LIT @ UMich
- 41 followers
- Ann Arbor, Michigan, USA
- https://lit.eecs.umich.edu
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Repositories
- one-shot-grpo-bias Public
🎯 Accepted to COLM 2026 — One flipped example is all it takes: how one-shot GRPO breaks LLM alignment and induces systematic, generalizing bias. Code, data & models for 'It Takes One to Bias Them All.'
- fair-reasoning-steering Public
Wait, am I Being Fair? Characterizing deductive stereotyping in LLM reasoning and mitigating it with Fair-GCG (reasoning-time fairness steering).
- language-energy-divide Public
The Language–Energy Divide: measuring energy costs of multilingual LLM inference across 122 languages. Analysis code + per-language energy/accuracy results.
- misfired-alignment Public
Code and the VETO benchmark for 'The Wrong Kind of Right: Quantifying and Localizing Misfired Alignment in LLMs'.
- pact_culture_personalization Public
- AtlasNLP Public
AtlasNLP is a resource that maps dataset representation by country and shows that coverage, production, and task diversity are deeply uneven across the global NLP ecosystem.
- belief-sim Public
- sift Public
Repository for SIFT: Benchmarking and Evaluating Implicit Biases in Single- and Multi-Agent Language Models
- LUCid Public
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