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Foundation Models

4845 directly classified papers

Papers per year

Papers

The Art of SOCRATIC QUESTIONING: Recursive Thinking with Large Language Models EMNLP 2023

POE: Process of Elimination for Multiple Choice Reasoning EMNLP 2023

Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models EMNLP 2023

MMNMT: Modularizing Multilingual Neural Machine Translation with Flexibly Assembled MoE and Dense Blocks EMNLP 2023

LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models EMNLP 2023

Harnessing Black-Box Control to Boost Commonsense in LM’s Generation EMNLP 2023

The Effect of Scaling, Retrieval Augmentation and Form on the Factual Consistency of Language Models EMNLP 2023

KEPL: Knowledge Enhanced Prompt Learning for Chinese Hypernym-Hyponym Extraction EMNLP 2023

Multi-level Contrastive Learning for Script-based Character Understanding EMNLP 2023

Tree Prompting: Efficient Task Adaptation without Fine-Tuning EMNLP 2023

MAF: Multi-Aspect Feedback for Improving Reasoning in Large Language Models EMNLP 2023

A Study on Accessing Linguistic Information in Pre-Trained Language Models by Using Prompts EMNLP 2023

Have LLMs Advanced Enough? A Challenging Problem Solving Benchmark For Large Language Models EMNLP 2023

TheoremQA: A Theorem-driven Question Answering Dataset EMNLP 2023

Don’t Trust ChatGPT when your Question is not in English: A Study of Multilingual Abilities and Types of LLMs EMNLP 2023

Automatic Prompt Optimization with “Gradient Descent” and Beam Search EMNLP 2023

MedEval: A Multi-Level, Multi-Task, and Multi-Domain Medical Benchmark for Language Model Evaluation EMNLP 2023

Revisiting Instruction Fine-tuned Model Evaluation to Guide Industrial Applications EMNLP 2023

StructGPT: A General Framework for Large Language Model to Reason over Structured Data EMNLP 2023

Explore-Instruct: Enhancing Domain-Specific Instruction Coverage through Active Exploration EMNLP 2023

EpiK-Eval: Evaluation for Language Models as Epistemic Models EMNLP 2023

Editing Large Language Models: Problems, Methods, and Opportunities EMNLP 2023

Improving Diversity of Demographic Representation in Large Language Models via Collective-Critiques and Self-Voting EMNLP 2023

Learning from Mistakes via Cooperative Study Assistant for Large Language Models EMNLP 2023

Axiomatic Preference Modeling for Longform Question Answering EMNLP 2023