Computation and Language

cs.CL

Natural language processing, computational linguistics, speech, and text retrieval.

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Attention Alone Improves Machine Translation and Training Efficiency

The Transformer replaces recurrence and convolution with multi-head self-attention, reaching 28.4 BLEU on WMT 2014 English-German with shorter training.

Jul 12, 20264 min1706.03762 Code available

On-Policy Distillation Reduces Cross-Platform GUI Forgetting

Platform-conditioned teacher selection distills desktop and mobile policies into one continual learner, reaching 38.2% OSWorld and 12.0% MobileWorld success.

Jul 12, 20264 min2607.04425

Neuro-Symbolic Reasoning Improves LLM Accuracy by 12-18%

Generating natural language explanations then verifying them symbolically outperforms chain-of-thought prompting.

Aug 5, 202410 min2408.01234 Code available

XAlign: Multilingual Retrieval Without Parallel Data

A novel alignment objective maps passages across 100+ languages to a shared space, outperforming prior retrievers by 4-8 points.

May 12, 20247 min2405.06789 Code available

Constitutional AI Reduces Reliance on Human Safety Oversight

AI-generated feedback guided by explicit principles cuts the need for human reviewers in safety fine-tuning.

Jan 18, 202410 min2401.12345