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\textsc{DiARC}: Distinguishing Positive and Negative Samples Helps Improving ARC-like Reasoning Ability of Large Language Models

arXiv cs.CL · 2026-06-26 Cached

DiARC is a method that improves the reasoning ability of large language models on ARC-like tasks by constructing preference pairs from positive and negative samples, outperforming baselines across multiple benchmarks.

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Reclassifying DMARC ARC as historic

Lobsters Hottest · 2026-06-22 Cached

This IETF draft recommends reclassifying the ARC (Authenticated Received Chain) protocol as historic, concluding its experiment and pointing to DKIM2 as a successor.

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Commonwealth Fusion makes the physics case for its 400 MW reactor

Ars Technica · 2026-06-09 Cached

Commonwealth Fusion Systems has published five peer-reviewed papers detailing the physics basis for its ARC fusion power plant, which is expected to produce 400 MW of electricity. The company's approach uses high-temperature superconductors to build a smaller, faster reactor.

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GraphARC: A Comprehensive Benchmark for Graph-Based Abstract Reasoning

arXiv cs.AI · 2026-06-01 Cached

GraphARC is a new benchmark for abstract reasoning on graph-structured data, extending the ARC paradigm to graphs. Evaluations of state-of-the-art language models reveal a comprehension-execution gap and performance degradation on larger instances, highlighting scaling challenges.

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