OSU-NLP-Group

[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 +...

[NeurIPS'23 Spotlight] "Mind2Web: Towards a Generalist Agent for the Web" -- the first LLM-based web agent and benchmark for generalist web agents

Awesome GUI Agent Paper List

[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).

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

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

[ICLR'25 Oral] UGround: Universal GUI Visual Grounding for GUI Agents

[NeurIPS'26] "QUEST: Training Frontier Deep Research Agents with Fully Synthetic Tasks"

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

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

An Illusion of Progress? Assessing the Current State of Web Agents

[ICLR'25] ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

SkillWeaver is a framework to enable web agent self-improvement through environment exploration and skill synthesis.

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

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

[NeurIPS'25 D&B] Mind2Web-2 Benchmark: Evaluating Agentic Search with Agent-as-a-Judge

Code for COLM '26 paper 'Loop, Think, & Generalize: Implicit Reasoning in Recurrent-Depth Transformers'

[TMLR'25] "Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents"

[ICML'26] "Agent Learning via Early Experience" (Open-source reproduction)

A curated list of papers on LLMs and agents for scientific research and development

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

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

A Chemistry Toolkit that turns your AI assistant into a Chemistry coscientist..

[ICLR'26 Oral] RedTeamCUA: Realistic Adversarial Testing of Computer-Use Agents in Hybrid Web-OS Environments

Code, datasets, models for the paper "Automatic Evaluation of Attribution by Large Language Models"

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