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Foundation Models

4845 directly classified papers

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Papers

Divide-Then-Aggregate: An Efficient Tool Learning Method via Parallel Tool Invocation ACL 2025

TombRaider: Entering the Vault of History to Jailbreak Large Language Models EMNLP 2025

PopAlign: Diversifying Contrasting Patterns for a More Comprehensive Alignment ACL 2025

Cost-Optimal Grouped-Query Attention for Long-Context Modeling EMNLP 2025

𝒜3: Automatic Alignment Framework for Attributed Text Generation ACL 2025

Superficial Self-Improved Reasoners Benefit from Model Merging EMNLP 2025

Diversity Explains Inference Scaling Laws: Through a Case Study of Minimum Bayes Risk Decoding ACL 2025

CARFT: Boosting LLM Reasoning via Contrastive Learning with Annotated Chain-of-Thought-based Reinforced Fine-Tuning EMNLP 2025

DeepReview: Improving LLM-based Paper Review with Human-like Deep Thinking Process ACL 2025

Probabilistic Soundness Guarantees in LLM Reasoning Chains EMNLP 2025

FinMME: Benchmark Dataset for Financial Multi-Modal Reasoning Evaluation ACL 2025

Teach Small Models to Reason by Curriculum Distillation EMNLP 2025

SpeechIQ: Speech-Agentic Intelligence Quotient Across Cognitive Levels in Voice Understanding by Large Language Models ACL 2025

An Empirical Study of LLM Reasoning Ability Under Strict Output Length Constraint EMNLP 2025

Quantized Can Still Be Calibrated: A Unified Framework to Calibration in Quantized Large Language Models ACL 2025

Variance Sensitivity Induces Attention Entropy Collapse and Instability in Transformers EMNLP 2025

Minimal Pair-Based Evaluation of Code-Switching ACL 2025

ScriptSmith: A Unified LLM Framework for Enhancing IT Operations via Automated Bash Script Generation, Assessment, and Refinement AAAI 2025

Meta-Tool: Unleash Open-World Function Calling Capabilities of General-Purpose Large Language Models ACL 2025

NileChat: Towards Linguistically Diverse and Culturally Aware LLMs for Local Communities EMNLP 2025

DDxTutor: Clinical Reasoning Tutoring System with Differential Diagnosis-Based Structured Reasoning ACL 2025

Latent Inter-User Difference Modeling for LLM Personalization EMNLP 2025

SocialEval: Evaluating Social Intelligence of Large Language Models ACL 2025

SATER: A Self-Aware and Token-Efficient Approach to Routing and Cascading EMNLP 2025

STLSP: Integrating Structure and Text with Large Language Models for Link Sign Prediction of Networks IJCAI 2025