Common gating signals for adaptive LLM compute have unstable directions across settings, and DIAL learns per-setting utility directions from signal-agnostic counterfactuals to outperform fixed-direction baselines.
Tree of thoughts: Deliberate problem solving with large language models
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The paper provides the first comprehensive survey of multimodal chain-of-thought reasoning, including foundational concepts, a taxonomy of methodologies, application analyses, challenges, and future directions.
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Same Signal, Opposite Meaning: Direction-Informed Adaptive Learning for LLM Agents
Common gating signals for adaptive LLM compute have unstable directions across settings, and DIAL learns per-setting utility directions from signal-agnostic counterfactuals to outperform fixed-direction baselines.
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Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey
The paper provides the first comprehensive survey of multimodal chain-of-thought reasoning, including foundational concepts, a taxonomy of methodologies, application analyses, challenges, and future directions.