Survey of Reasoning with Foundation Models
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Paper summary
A comprehensive survey of reasoning with foundation models, covering tasks, methods, benchmarks, and future directions.
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01
Task coverage: Surveys math reasoning, commonsense reasoning, logical reasoning, symbolic reasoning, and multimodal reasoning - showing how each evolves with model scale.
02
Methodology catalog: Covers prompting techniques (CoT, ToT, self-consistency), fine-tuning strategies, and neurosymbolic approaches under a unified framework.
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Benchmarks: Systematizes the reasoning benchmarks landscape and flags contamination and robustness concerns specific to reasoning evaluation.
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Adjacencies: Discusses how multimodal learning, autonomous agents, and super-alignment research intersect with and extend the reasoning agenda.