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Foundation Models

4845 directly classified papers

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Papers

RDRec: Rationale Distillation for LLM-based Recommendation ACL 2024

Question-Analysis Prompting Improves LLM Performance in Reasoning Tasks ACL 2024

ODA: Observation-Driven Agent for integrating LLMs and Knowledge Graphs ACL 2024

Light Up the Shadows: Enhance Long-Tailed Entity Grounding with Concept-Guided Vision-Language Models ACL 2024

Pruning Large Language Models to Intra-module Low-rank Architecture with Transitional Activations ACL 2024

PuzzleVQA: Diagnosing Multimodal Reasoning Challenges of Language Models with Abstract Visual Patterns ACL 2024

IndicVoices: Towards building an Inclusive Multilingual Speech Dataset for Indian Languages ACL 2024

GPT is Not an Annotator: The Necessity of Human Annotation in Fairness Benchmark Construction ACL 2024

Benchmarking Vision Language Models for Cultural Understanding EMNLP 2024

SURf: Teaching Large Vision-Language Models to Selectively Utilize Retrieved Information EMNLP 2024

Summary of a Haystack: A Challenge to Long-Context LLMs and RAG Systems EMNLP 2024

Heterogeneous LoRA for Federated Fine-tuning of On-Device Foundation Models EMNLP 2024

MedCoT: Medical Chain of Thought via Hierarchical Expert EMNLP 2024

What Would Happen Next? Predicting Consequences from An Event Causality Graph EMNLP 2024

MP-RNA: Unleashing Multi-species RNA Foundation Model via Calibrated Secondary Structure Prediction EMNLP 2024

A Comprehensive Survey of Hallucination in Large Language, Image, Video and Audio Foundation Models EMNLP 2024

MVP-Bench: Can Large Vision-Language Models Conduct Multi-level Visual Perception Like Humans? EMNLP 2024

VideoScore: Building Automatic Metrics to Simulate Fine-grained Human Feedback for Video Generation EMNLP 2024

WPO: Enhancing RLHF with Weighted Preference Optimization EMNLP 2024

Autoregressive Multi-trait Essay Scoring via Reinforcement Learning with Scoring-aware Multiple Rewards EMNLP 2024

GDPO: Learning to Directly Align Language Models with Diversity Using GFlowNets EMNLP 2024

Don’t Forget Your Reward Values: Language Model Alignment via Value-based Calibration EMNLP 2024

DEM: Distribution Edited Model for Training with Mixed Data Distributions EMNLP 2024

Coffee-Gym: An Environment for Evaluating and Improving Natural Language Feedback on Erroneous Code EMNLP 2024

Arxiv Copilot: A Self-Evolving and Efficient LLM System for Personalized Academic Assistance EMNLP 2024