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Princeton Natural Language Processing's Projects

alce icon alce

[EMNLP 2023] Enabling Large Language Models to Generate Text with Citations. Paper: https://arxiv.org/abs/2305.14627

alfred icon alfred

ALFRED - A Benchmark for Interpreting Grounded Instructions for Everyday Tasks

attribute-tagging icon attribute-tagging

[LaReL 2022] Towards an Enhanced, Faithful, and Adaptable Web Interaction Environment

blindfold-textgame icon blindfold-textgame

[NAACL 2021] Reading and Acting while Blindfolded: The Need for Semantics in Text Game Agents

c-sts icon c-sts

[EMNLP 2023] C-STS: Conditional Semantic Textual Similarity

calm-textgame icon calm-textgame

[EMNLP 2020] Keep CALM and Explore: Language Models for Action Generation in Text-based Games

cepe icon cepe

Preprint: Long-Context Language Modeling with Parallel Encodings

cocoa icon cocoa

Framework for learning dialogue agents in a two-player game setting.

cofipruning icon cofipruning

[ACL 2022] Structured Pruning Learns Compact and Accurate Models https://arxiv.org/abs/2204.00408

cognac icon cognac

Repo for paper: Controllable Text Generation with Language Constraints

collie icon collie

[ICLR 2024] COLLIE: Systematic Construction of Constrained Text Generation Tasks

corpus-poisoning icon corpus-poisoning

[EMNLP 2023] Poisoning Retrieval Corpora by Injecting Adversarial Passages https://arxiv.org/abs/2310.19156

datamux icon datamux

[NeurIPS 2022] DataMUX: Data Multiplexing for Neural Networks

decision-transformer icon decision-transformer

Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.

deepspeed icon deepspeed

DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective.

densephrases icon densephrases

[ACL 2021] Learning Dense Representations of Phrases at Scale; EMNLP'2021: Phrase Retrieval Learns Passage Retrieval, Too https://arxiv.org/abs/2012.12624

dinkytrain icon dinkytrain

Princeton NLP's pre-training library based on fairseq with DeepSpeed kernel integration 🚃

dyck-transformer icon dyck-transformer

[ACL 2021] Self-Attention Networks Can Process Bounded Hierarchical Languages

entityquestions icon entityquestions

EMNLP'2021: Simple Entity-centric Questions Challenge Dense Retrievers https://arxiv.org/abs/2109.08535

evalconvqa icon evalconvqa

[ACL 2022] Ditch the Gold Standard: Re-evaluating Conversational Question Answering

heuristic-core icon heuristic-core

The code accompanying the paper "The Heuristic Core: Understanding Subnetwork Generalization in Pretrained Language Models" - https://arxiv.org/abs/2403.03942

instructeval icon instructeval

Evaluation suite for the systematic evaluation of instruction selection methods.

intercode icon intercode

[NeurIPS 2023 D&B] Code repository for InterCode benchmark https://arxiv.org/abs/2306.14898

less icon less

Preprint: Less: Selecting Influential Data for Targeted Instruction Tuning

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