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kala
@kala shared an update, 1 week, 1 day ago
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Real Repos, Real Tasks, Real Stakes: Cline-Bench Drops With $1M for Open Source

#Cline-b...  #Benchma...  #Reinfor...  #AI  #open so... 

Cline-bench launches to offer realistic AI coding benchmarks, pledging $1M to support open source maintainers and enhance research with real-world challenges.

Real Repos, Real Tasks, Real Stakes: Cline-Bench Drops With $1M for Open Source
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DeepSeekMath-V2 is a state-of-the-art mathematical reasoning model built on the DeepSeek-V3.2-Exp-Base architecture with 685 billion parameters. Unlike conventional math-focused language models that optimize only for correct final answers, DeepSeekMath-V2 introduces a self-verification framework where the model generates, inspects, and validates its own mathematical proofs.

This approach enables rigorous, step-by-step reasoning suitable for theorem proving, scientific research, and domains requiring high-integrity logic. The model is trained through a generation-verification loop involving a dedicated LLM-based verifier and reinforcement learning optimized for proof correctness rather than answer matching.

DeepSeekMath-V2 achieves gold-level scores on IMO 2025 and CMO 2024, along with a groundbreaking 118/120 on the Putnam 2024 contest. Released under the Apache 2.0 license and hosted on Hugging Face, it is fully open source for research and commercial use.