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Foundation Models

4845 directly classified papers

Papers per year

Papers

LogiDynamics: Unraveling the Dynamics of Inductive, Abductive and Deductive Logical Inferences in LLM Reasoning EMNLP 2025

Memorization ≠ Understanding: Do Large Language Models Have the Ability of Scenario Cognition? EMNLP 2025

Can Prompts Rewind Time for LLMs? Evaluating the Effectiveness of Prompted Knowledge Cutoffs EMNLP 2025

Metric Calculating Benchmark: Code-Verifiable Complicate Instruction Following Benchmark for Large Language Models EMNLP 2025

LGA: LLM-GNN Aggregation for Temporal Evolution Attribute Graph Prediction EMNLP 2025

EIFBENCH: Extremely Complex Instruction Following Benchmark for Large Language Models EMNLP 2025

Minimal Pair-Based Evaluation of Code-Switching ACL 2025

Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning EMNLP 2025

Improving Context Fidelity via Native Retrieval-Augmented Reasoning EMNLP 2025

Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs EMNLP 2025

FuseChat: Knowledge Fusion of Chat Models EMNLP 2025

Understanding and Leveraging the Expert Specialization of Context Faithfulness in Mixture-of-Experts LLMs EMNLP 2025

HMoE: Heterogeneous Mixture of Experts for Language Modeling EMNLP 2025

GRIT: Guided Relational Integration for Efficient Multi-Table Understanding EMNLP 2025

Value Profiles for Encoding Human Variation EMNLP 2025

Bias Beware: The Impact of Cognitive Biases on LLM-Driven Product Recommendations EMNLP 2025

T2R-BENCH: A Benchmark for Real World Table-to-Report Task EMNLP 2025

TCP: a Benchmark for Temporal Constraint-Based Planning EMNLP 2025

MS-RAG: Simple and Effective Multi-Semantic Retrieval-Augmented Generation EMNLP 2025

Persona-Augmented Benchmarking: Evaluating LLMs Across Diverse Writing Styles EMNLP 2025

InterIDEAS: Philosophical Intertextuality via LLMs EMNLP 2025

How do Language Models Reshape Entity Alignment? A Survey of LM-Driven EA Methods: Advances, Benchmarks, and Future EMNLP 2025

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

Measuring Data Diversity for Instruction Tuning: A Systematic Analysis and A Reliable Metric ACL 2025

POSITION BIAS MITIGATES POSITION BIAS: Mitigate Position Bias Through Inter-Position Knowledge Distillation EMNLP 2025