OSU Natural Language Processing

GrokkedTransformer

Code for NeurIPS'24 paper 'Grokked Transformers are Implicit Reasoners: A Mechanistic Journey to the Edge of Generalization'

HippoRAG

[NeurIPS'24] HippoRAG is a novel RAG framework inspired by human long-term memory that enables LLMs to continuously integrate knowledge across external documents. RAG + Knowledge Graphs + Personalized PageRank.

LLM-Planner

[ICCV'23] LLM-Planner: Few-Shot Grounded Planning for Embodied Agents with Large Language Models

LLM4Chem

Official code repo for the paper "LlaSMol: Advancing Large Language Models for Chemistry with a Large-Scale, Comprehensive, High-Quality Instruction Tuning Dataset"

MagicBrush

[NeurIPS'23] "MagicBrush: A Manually Annotated Dataset for Instruction-Guided Image Editing".

Mind2Web

[NeurIPS'23 Spotlight] "Mind2Web: Towards a Generalist Agent for the Web"

SeeAct

[ICML'24] SeeAct is a system for generalist web agents that autonomously carry out tasks on any given website, with a focus on large multimodal models (LMMs) such as GPT-4V(ision).

TableLlama

[NAACL'24] Dataset, code and models for "TableLlama: Towards Open Large Generalist Models for Tables".

TravelPlanner

[ICML'24 Spotlight] "TravelPlanner: A Benchmark for Real-World Planning with Language Agents"

UGround

Official Repo for UGround

OSU-NLP-Group/HippoRAG

[NeurIPS'24] HippoRAG is a novel RAG framework inspired by human long-term memory that enables LLMs to continuously integrate knowledge across external documents. RAG + Knowledge Graphs + Personalized PageRank.

OSU-NLP-Group/Mind2Web

[NeurIPS'23 Spotlight] "Mind2Web: Towards a Generalist Agent for the Web"

OSU-NLP-Group/SeeAct

[ICML'24] SeeAct is a system for generalist web agents that autonomously carry out tasks on any given website, with a focus on large multimodal models (LMMs) such as GPT-4V(ision).

OSU-NLP-Group/MagicBrush

[NeurIPS'23] "MagicBrush: A Manually Annotated Dataset for Instruction-Guided Image Editing".

OSU-NLP-Group/TravelPlanner

[ICML'24 Spotlight] "TravelPlanner: A Benchmark for Real-World Planning with Language Agents"

OSU-NLP-Group/GrokkedTransformer

Code for NeurIPS'24 paper 'Grokked Transformers are Implicit Reasoners: A Mechanistic Journey to the Edge of Generalization'

OSU-NLP-Group/LLM-Planner

[ICCV'23] LLM-Planner: Few-Shot Grounded Planning for Embodied Agents with Large Language Models

OSU-NLP-Group/TableLlama

[NAACL'24] Dataset, code and models for "TableLlama: Towards Open Large Generalist Models for Tables".

OSU-NLP-Group/UGround

Official Repo for UGround

OSU-NLP-Group/LLM4Chem

Official code repo for the paper "LlaSMol: Advancing Large Language Models for Chemistry with a Large-Scale, Comprehensive, High-Quality Instruction Tuning Dataset"

OSU-NLP-Group/LLM-Knowledge-Conflict

[ICLR'24 Spotlight] "Adaptive Chameleon or Stubborn Sloth: Revealing the Behavior of Large Language Models in Knowledge Conflicts"

OSU-NLP-Group/llm-planning-eval

[ACL'24] Code and data of paper "When is Tree Search Useful for LLM Planning? It Depends on the Discriminator"

OSU-NLP-Group/AmpleGCG

AmpleGCG: Learning a Universal and Transferable Generator of Adversarial Attacks on Both Open and Closed LLM

OSU-NLP-Group/QA4RE

[ACL'23 Findings] "Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation Extractors"

OSU-NLP-Group/Middleware

Repository for paper Tools Are Instrumental for Language Agents in Complex Environments

OSU-NLP-Group/Auto-SQL-Correction

Code, data, and model of paper "Text-to-SQL Error Correction with Language Models of Code" (ACL'23)

OSU-NLP-Group/ScienceAgentBench

ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

OSU-NLP-Group/Deductive-Beam-Search

[COLM'24] "Deductive Beam Search: Decoding Deducible Rationale for Chain-of-Thought Reasoning"

OSU-NLP-Group/AgentAttack

OSU-NLP-Group/In-Context-Reranking

Code for "Attention in Large Language Models Yeilds Efficient Zero-Shot Re-Rankers"

OSU-NLP-Group/AttributionBench

OSU-NLP-Group/EIA_against_webagent

OSU-NLP-Group/MQA

Multimodal Question Answering for Unified Information Extraction

OSU-NLP-Group/COSMO

[CIKM'24] Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge Graphs

OSU-NLP-Group/Eval-LLM-Trust

OSU-NLP-Group/GroundCocoa

OSU-NLP-Group/FL4SemanticParsing

OSU-NLP-Group/Text2SQL-Error-Detection

Code for paper "Error Detection for Text-to-SQL Semantic Parsing"

OSU-NLP-Group/UMLS-Vocabulary-Insertion

OSU-NLP-Group/LLM-CN-Eval

[NAACL'24] A Multi-Aspect Framework for Counter Narrative Evaluation using Large Language Models