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method discovery

2 articles · Page 1 of 1
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Aug 17, 2026 · Artificial Intelligence

Can AI Really Self‑Evolve? MLS‑Bench Reveals Limits of Kimi K3 and Qwen3.8‑Max

The MLS‑Bench benchmark evaluates 140 real research tasks across 12 domains, showing that while models like Kimi K3 and Qwen3.8‑Max can boost scores through multi‑round optimization, they rarely discover genuinely new methods or demonstrate reliable experimental planning under flexible compute budgets.

AI researchLarge Language ModelsMLS‑Bench
0 likes · 18 min read
Can AI Really Self‑Evolve? MLS‑Bench Reveals Limits of Kimi K3 and Qwen3.8‑Max
Machine Heart
Machine Heart
Aug 11, 2026 · Artificial Intelligence

MLS‑Bench: A New Benchmark That Strips Away the Illusion of AI Research Gains

The MLS‑Bench benchmark introduces 140 executable research tasks across twelve ML domains to rigorously attribute performance gains to genuine method discovery rather than engineering tricks, revealing that current large‑model agents excel at component recombination but still lag in proposing truly novel, transferable algorithms.

AI research benchmarkLarge Language ModelsMLS‑Bench
0 likes · 16 min read
MLS‑Bench: A New Benchmark That Strips Away the Illusion of AI Research Gains