The First Workshop on the Application of LLM Explainability to Reasoning and Planning

COLM 2025, Montreal, Canada
Joined May 2025
🚨XLLM-Reason-Plan Workshop is happening right now at @COLM_conf ! Join us at 520F🙌
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XLLM-Reason-Plan retweeted
Replying to @DakingRai
@DakingRai is one of my best. Highly recommend for any team recruiting for LLM Interp/reasoning/controllability/etc. He plans to graduate in a year or so. Go meet him at the poster session or msg him for a chat directly! Exhibit Hall C,D,E #3815 Thu 4 Dec 4:30 p.m. PST — 7:30 p.m. PST
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XLLM-Reason-Plan retweeted
(1/3) Started this as a side project on a whim and had fun presenting it at the COLM 2025 XLLM-Reason-Plan Workshop recently. @XllmReasonPlan Built a small dataset of rebus puzzles to see how VLMs reason through visual wordplay. Dataset: huggingface.co/datasets/pmov…
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XLLM-Reason-Plan retweeted
We are very honored to receive the Best Paper Award! Reviewers’s comments are very insightful! We really appreciate such valuable recognition from the workshop committee!
Replying to @XllmReasonPlan
Best Paper Award goes to Li et al., "Attributing Response to Context: A Jensen-Shannon Divergence Driven Mechanistic Study of Context Attribution in Retrieval-Augmented Generation" @liruizhe94
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🎉Our (partial) organizer team (left to right: @YilunZhou @DakingRai @ZiyuYao @hanjie_chen and Abu Saparov). We hope to see everyone in the next iteration soon!
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#COLM2025 Finally, the awards!🏆 We announced one Best Paper Award, one Special Recognition Award, and two Honorable Mentions. Congrats to the authors! See 🧵👇
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Honorable Mentions go to: Li et al., "Rethinking Human Preference Evaluation of LLM Rationales", and Rai et al., "Failure by Interference: Language Models Make Balanced Parentheses Errors When Faulty Mechanisms Overshadow Sound Ones" @DakingRai
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Special Recognition Award goes to Shi et al., "When Models Know More Than They Can Explain: Quantifying Knowledge Transfer in Human-AI Collaboration" @BenShi34
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Best Paper Award goes to Li et al., "Attributing Response to Context: A Jensen-Shannon Divergence Driven Mechanistic Study of Context Attribution in Retrieval-Augmented Generation" @liruizhe94
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#COLM2025 Our last invited talk if you are still around: Prof. Zining Zhu is presenting "Improving LLM reasoning with mechanistic insights" @zhuzining
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#COLM2025 Dr. Jenn Wortman Vaughan presenting "Challenges in Human-Agent Communication" @jennwvaughan . Happening now!
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#COLM2025 Prof. Mark Riedl presenting "Reasoning, Explanation, and Human-Centered AI". @mark_riedl Welcome back to the afternoon session!
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Highlights from Mark's talk!
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#COLM2025 Prof. Mark Riedl presenting "Reasoning, Explanation, and Human-Centered AI". @mark_riedl Welcome back to the afternoon session!
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#COLM2025 Prof. Ana Marasović talking about Internal Reasoning, Faithfulness, and more! @anmarasovic
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XLLM-Reason-Plan retweeted
This will be presenting at The First Workshop on the Application of LLM Explainability to Reasoning and Planning! @XllmReasonPlan
Ever wonder why math reasoning fails without CoT? The bottleneck isn’t “abstraction” but “calculation”. I’ll be presenting at COLM on Friday (11–12) — come chat about reasoning × interpretability! @Mila_Quebec @RBCBorealis 🔗arxiv.org/pdf/2505.23701 #COLM2025 #EMNLP2025
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#COLM2025 Prof. Greg Durrett presenting "LLM Reasoning Beyond Scaling" @gregd_nlp
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Some highlights from Prof. Durrett's talk!
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#COLM2025 Prof. Huan Sun talking about "How Explanations can Advance Agent Capability and Safety". @hhsun1
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#COLM2025 Prof. Yonatan Belinkov talking about "Toward Scalable and Actionable Interpretability"! @belinkov
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