Tagged articles

multi-agent reasoning

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Machine Learning Algorithms & Natural Language Processing

Jul 5, 2026 · Artificial Intelligence

When LLMs Invent Their Own Language: CLSR Enables Multi‑Agent Reasoning with Fewer Tokens

The ICML 2026 paper introduces CLSR, a framework that lets multiple LLM agents autonomously create compact, reusable symbolic communication protocols (LSFs), cutting generation tokens by 3–6× while preserving Chain‑of‑Thought accuracy across diverse reasoning benchmarks.

CLSRLLMlanguage symbolism

0 likes · 26 min read

When LLMs Invent Their Own Language: CLSR Enables Multi‑Agent Reasoning with Fewer Tokens

Machine Heart

Jun 24, 2026 · Artificial Intelligence

STAR‑PólyaMath Beats GPT‑5.5 by 13.5% on Apex Benchmark Across Eight Major Math Competitions

STAR‑PólyaMath, a multi‑agent reasoning system from T‑STAR Lab and Microsoft Research, introduces an exploration‑reasoning‑verification harness that outperforms GPT‑5.5 on the toughest MathArena Apex 2025 problems by 13.5% and achieves perfect scores on six other top math competition benchmarks.

GPT-5.5LLM verificationSTAR-PólyaMath

0 likes · 15 min read

STAR‑PólyaMath Beats GPT‑5.5 by 13.5% on Apex Benchmark Across Eight Major Math Competitions

Machine Heart

Jun 7, 2026 · Artificial Intelligence

How GoS Gives Agents a Shared Belief State for True Multi-Agent Collaboration

The paper introduces Graph of States (GoS), a neural‑symbolic framework that equips multi‑agent systems with an explicit, maintainable belief state, enabling backtracking and drill‑down during long‑horizon abductive tasks such as medical diagnosis and distributed‑system fault analysis, and demonstrates superior Match and Relevant scores over existing baselines.

AIOpsAbductive ReasoningLarge Language Models

0 likes · 11 min read

How GoS Gives Agents a Shared Belief State for True Multi-Agent Collaboration