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False Sense of Security: Why Probing-based Malicious Input Detection Fails to Generalize

arXiv:2509.03888v1 Announce Type: new Abstract: Large Language Models (LLMs) can comply with harmful instructions, raising...

Falcon: A Comprehensive Chinese Text-to-SQL Benchmark for Enterprise-Grade Evaluation

arXiv:2510.24762v1 Announce Type: new Abstract: We introduce Falcon, a cross-domain Chinese text-to-SQL benchmark grounded in...

FaithUn: Toward Faithful Forgetting in Language Models by Investigating the Interconnectedness of Knowledge

arXiv:2502.19207v2 Announce Type: replace Abstract: Various studies have attempted to remove sensitive or private knowledge...

Faithfulness-Aware Uncertainty Quantification for Fact-Checking the Output of Retrieval Augmented Generation

arXiv:2505.21072v5 Announce Type: replace Abstract: Large Language Models (LLMs) enhanced with retrieval, an approach known...

Faithfulness metric fusion: Improving the evaluation of LLM trustworthiness across domains

arXiv:2512.05700v1 Announce Type: new Abstract: We present a methodology for improving the accuracy of faithfulness...

Fair-GPTQ: Bias-Aware Quantization for Large Language Models

arXiv:2509.15206v1 Announce Type: new Abstract: High memory demands of generative language models have drawn attention...

Fair Text Classification via Transferable Representations

arXiv:2503.07691v2 Announce Type: replace-cross Abstract: Group fairness is a central research topic in text classification...

Failure by Interference: Language Models Make Balanced Parentheses Errors When Faulty Mechanisms Overshadow Sound Ones

arXiv:2507.00322v1 Announce Type: new Abstract: Despite remarkable advances in coding capabilities, language models (LMs) still...

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