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News/Probing for Long-Horizon Deductive Reasoning Capabilities in Language Models with Prolog
arxiv
PublishedOctober 9, 2026 at 4:00 AM

Probing for Long-Horizon Deductive Reasoning Capabilities in Language Models with Prolog

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arXiv:2610.11592v1 Announce Type: new Abstract: Current frontier LLMs can theoretically process long contexts with 1M tokens or more. But to what extent can they go beyond simple retrieval and perform deeper reasoning over such long contexts? We empirically investigate long-horizon reasoning capabil

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