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Foundation Models

4845 directly classified papers

Papers per year

Papers

Group-Aware Reinforcement Learning for Output Diversity in Large Language Models EMNLP 2025

Playpen: An Environment for Exploring Learning From Dialogue Game Feedback EMNLP 2025

Unpacking Let Alone: Human-Scale Models Generalize to a Rare Construction in Form but not Meaning EMNLP 2025

PathwiseRAG: Multi-Dimensional Exploration and Integration Framework EMNLP 2025

StepSearch: Igniting LLMs Search Ability via Step-Wise Proximal Policy Optimization EMNLP 2025

Reinforcement Learning for Large Language Models via Group Preference Reward Shaping EMNLP 2025

Let’s Reason Formally: Natural-Formal Hybrid Reasoning Enhances LLM’s Math Capability EMNLP 2025

Warm Up Before You Train: Unlocking General Reasoning in Resource-Constrained Settings EMNLP 2025

MuTIS: Enhancing Reasoning Efficiency through Multi Turn Intervention Sampling in Reinforcement Learning EMNLP 2025

RLAE: Reinforcement Learning-Assisted Ensemble for LLMs EMNLP 2025

Direct Value Optimization: Improving Chain-of-Thought Reasoning in LLMs with Refined Values EMNLP 2025

Sticker-TTS: Learn to Utilize Historical Experience with a Sticker-driven Test-Time Scaling Framework EMNLP 2025

Search-o1: Agentic Search-Enhanced Large Reasoning Models EMNLP 2025

SciSketch: An Open-source Framework for Automated Schematic Diagram Generation in Scientific Papers EMNLP 2025

Towards Robust Mathematical Reasoning EMNLP 2025

ToM-SSI: Evaluating Theory of Mind in Situated Social Interactions EMNLP 2025

A Culturally-diverse Multilingual Multimodal Video Benchmark & Model EMNLP 2025

(Almost) Free Modality Stitching of Foundation Models EMNLP 2025

Representation Potentials of Foundation Models for Multimodal Alignment: A Survey EMNLP 2025

RecBase: Generative Foundation Model Pretraining for Zero-Shot Recommendation EMNLP 2025

MAVL: A Multilingual Audio-Video Lyrics Dataset for Animated Song Translation EMNLP 2025

RecGPT: A Foundation Model for Sequential Recommendation EMNLP 2025

Glider: Global and Local Instruction-Driven Expert Router EMNLP 2025

Language-to-Space Programming for Training-Free 3D Visual Grounding EMNLP 2025

Value Profiles for Encoding Human Variation EMNLP 2025