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cs.CL2024
Skill Path: Unveiling Language Skills from Circuit Graphs
Hang Chen, Jiaying Zhu, Xinyu Yang +1
Circuit graph discovery has emerged as a fundamental approach to elucidating the skill mechanistic of language models. Despite the output faithfulness of circuit graphs, they suffe…
cs.CL2024
Quantifying Semantic Emergence in Language Models
Hang Chen, Xinyu Yang, Jiaying Zhu +1
Large language models (LLMs) are widely recognized for their exceptional capacity to capture semantics meaning. Yet, there remains no established metric to quantify this capability…
cs.LG2024★ 1 cited
Towards Causal Relationship in Indefinite Data: Baseline Model and New Datasets
Hang Chen, Xinyu Yang, Keqing Du
Integrating deep learning and causal discovery has encouraged us to spot that learning causal structures and representations in dialogue and video is full of challenges. We defined…