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Faster and Better LLMs via Latency-Aware Test-Time Scaling

arXiv:2505.19634v4 Announce Type: replace Abstract: Test-Time Scaling (TTS) has proven effective in improving the performance...

Fast, Slow, and Tool-augmented Thinking for LLMs: A Review

arXiv:2508.12265v1 Announce Type: new Abstract: Large Language Models (LLMs) have demonstrated remarkable progress in reasoning...

FalseReject: A Resource for Improving Contextual Safety and Mitigating Over-Refusals in LLMs via Structured Reasoning

arXiv:2505.08054v1 Announce Type: new Abstract: Safety alignment approaches in large language models (LLMs) often lead...

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...

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...

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...

Exploring the Escalation of Source Bias in User, Data, and Recommender System Feedback Loop

arXiv:2405.17998v2 Announce Type: replace-cross Abstract: Recommender systems are essential for information access, allowing users to...

Exploring Procedural Data Generation for Automatic Acoustic Guitar Fingerpicking Transcription

arXiv:2508.07987v1 Announce Type: cross Abstract: Automatic transcription of acoustic guitar fingerpicking performances remains a challenging...

Exploring LLM Autoscoring Reliability in Large-Scale Writing Assessments Using Generalizability Theory

arXiv:2507.19980v1 Announce Type: new Abstract: This study investigates the estimation of reliability for large language...

Exploring Cross-Lingual Knowledge Transfer via Transliteration-Based MLM Fine-Tuning for Critically Low-resource Chakma Language

arXiv:2510.09032v1 Announce Type: new Abstract: As an Indo-Aryan language with limited available data, Chakma remains...

Explore-Execute Chain: Towards an Efficient Structured Reasoning Paradigm

arXiv:2509.23946v2 Announce Type: replace-cross Abstract: Chain-of-Thought (CoT) and its variants have markedly advanced the reasoning...

Exploration of Plan-Guided Summarization for Narrative Texts: the Case of Small Language Models

arXiv:2504.09071v2 Announce Type: replace Abstract: Plan-guided summarization attempts to reduce hallucinations in small language models...

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