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Foundation Models

4845 directly classified papers

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Papers

PlanningArena: A Modular Benchmark for Multidimensional Evaluation of Planning and Tool Learning ACL 2025

Analyzing and Mitigating Inconsistency in Discrete Speech Tokens for Neural Codec Language Models ACL 2025

Reasoning-Enhanced Domain-Adaptive Pretraining of Multimodal Large Language Models for Short Video Content Governance EMNLP 2025

Classifier-Augmented Generation for Structured Workflow Prediction EMNLP 2025

SocialEval: Evaluating Social Intelligence of Large Language Models ACL 2025

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

Enhancing Foundation Models in Transaction Understanding with LLM-based Sentence Embeddings EMNLP 2025

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

LSSF: Safety Alignment for Large Language Models through Low-Rank Safety Subspace Fusion ACL 2025

Evaluating the Evaluator: Measuring LLMs’ Adherence to Task Evaluation Instructions AAAI 2025

SEARA: An Automated Approach for Obtaining Optimal Retrievers EMNLP 2025

Zero-knowledge LLM hallucination detection and mitigation through fine-grained cross-model consistency EMNLP 2025

INDOORWORLD : Integrating Physical Task Solving and Social Simulation in A Heterogeneous Multi-Agent Environment EMNLP 2025

Table Understanding and (Multimodal) LLMs: A Cross-Domain Case Study on Scientific vs. Non-Scientific Data ACL 2025

Marco Large Translation Model at WMT2025: Transforming Translation Capability in LLMs via Quality-Aware Training and Decoding EMNLP 2025

Multi-Objective Evolution of Heuristic Using Large Language Model AAAI 2025

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

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

DVAGen: Dynamic Vocabulary Augmented Generation EMNLP 2025

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

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

Co-DETECT: Collaborative Discovery of Edge Cases in Text Classification EMNLP 2025

FT-MDT: Extracting Decision Trees from Medical Texts via a Novel Low-rank Adaptation Method EMNLP 2025

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

𝒜3: Automatic Alignment Framework for Attributed Text Generation ACL 2025