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Posts tagged #codellm

Activation Steering Improves CodeLLM Type Prediction Across Languages

Activation Steering Improves CodeLLM Type Prediction Across Languages

Activation steering revives hidden reasoning in LLMs, restoring accurate type predictions for both Python and TypeScript after syntactic edits. The paper was revised Oct 3 2025. Read more: getnews.me/activation-steering-impr... #codellm #typescript

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Code Language Models Can Learn to Ask Clarifying Questions

Code Language Models Can Learn to Ask Clarifying Questions

ClarifyCoder, a new code‑LLM framework, asks clarification questions on ambiguous prompts, achieving a 63% communication rate and a 52% good‑question rate. Read more: getnews.me/code-language-models-can... #clarifycoder #codellm #ai

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V-GameGym Benchmark Expands Visual Game Generation Testing for Code LLMs

V-GameGym Benchmark Expands Visual Game Generation Testing for Code LLMs

The new V-GameGym benchmark, released on 24 Sep 2025, includes 2,219 game samples across 100 thematic clusters to evaluate code LLMs on visual and interactive quality. Read more: getnews.me/v-gamegym-benchmark-expa... #vgamegym #codellm #visualai

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FreqRank: Detecting and Localizing Malicious Code LLM Outputs

FreqRank: Detecting and Localizing Malicious Code LLM Outputs

FreqRank spots hidden backdoor code in LLMs, ranking malicious output in the top five suggestions for 98% of cases and achieving 86.6% attack success across tasks. Read more: getnews.me/freqrank-detecting-and-l... #freqrank #codellm

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Study Shows Code Semantics Offer Limited Gains for LLM Reasoning

Study Shows Code Semantics Offer Limited Gains for LLM Reasoning

An arXiv study reports that adding execution‑trace data to Code LLM prompts gives only marginal gains in supervised fine‑tuning and no significant improvement at test time. Read more: getnews.me/study-shows-code-semanti... #codellm #executiontraces

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OpenCoder: A True Open-Source Approach to Code LLMs OpenCoder: Fully Open Code LLM with Transparent Training Process, Competing with Top Proprietary Models in Code AI, Reproducibility for All

OpenCoder releases not just weights but the entire recipe—dataset, pipeline, ablations. That’s openness you can audit. #OpenSource #CodeLLM #AI

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#CodeLLM #Abacus #AbacusAI

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