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Symbol-LLM

https://xufangzhi.github.io/symbol-llm-page/

https://github.com/xufangzhi/Symbol-LLM

AI & ML interests

Natural Language Processing, Large Language Models, Neuro-Symbolic

Recent Activity

upvoted a paper 3 days ago

A Controllable Examination for Long-Context Language Models

upvoted a paper 3 days ago

GUI-Actor: Coordinate-Free Visual Grounding for GUI Agents

upvoted a paper 10 days ago

ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows

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Organizations

Symbol-LLM's activity

upvoted 2 papers 3 days ago

A Controllable Examination for Long-Context Language Models

Paper • 2506.02921 • Published 4 days ago • 30

GUI-Actor: Coordinate-Free Visual Grounding for GUI Agents

Paper • 2506.03143 • Published 4 days ago • 37

upvoted a paper 10 days ago

ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows

Paper • 2505.19897 • Published 12 days ago • 101

upvoted 2 papers about 2 months ago

Genius: A Generalizable and Purely Unsupervised Self-Training Framework For Advanced Reasoning

Paper • 2504.08672 • Published Apr 11 • 55

Breaking the Data Barrier -- Building GUI Agents Through Task Generalization

Paper • 2504.10127 • Published Apr 14 • 17

upvoted 2 papers 2 months ago

FortisAVQA and MAVEN: a Benchmark Dataset and Debiasing Framework for Robust Multimodal Reasoning

Paper • 2504.00487 • Published Apr 1 • 18

UI-R1: Enhancing Action Prediction of GUI Agents by Reinforcement Learning

Paper • 2503.21620 • Published Mar 27 • 62

upvoted 5 papers 3 months ago

MAPS: A Multi-Agent Framework Based on Big Seven Personality and Socratic Guidance for Multimodal Scientific Problem Solving

Paper • 2503.16905 • Published Mar 21 • 54

MARS: A Multi-Agent Framework Incorporating Socratic Guidance for Automated Prompt Optimization

Paper • 2503.16874 • Published Mar 21 • 44

φ-Decoding: Adaptive Foresight Sampling for Balanced Inference-Time Exploration and Exploitation

Paper • 2503.13288 • Published Mar 17 • 51

GKG-LLM: A Unified Framework for Generalized Knowledge Graph Construction

Paper • 2503.11227 • Published Mar 14 • 24

CapArena: Benchmarking and Analyzing Detailed Image Captioning in the LLM Era

Paper • 2503.12329 • Published Mar 16 • 25

liked a dataset 4 months ago

zhibei1204/PhysReason

Updated 9 days ago • 258 • 10

upvoted 3 papers 4 months ago

BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models

Paper • 2502.07346 • Published Feb 11 • 54

Are Large Language Models Really Good Logical Reasoners? A Comprehensive Evaluation and Beyond

Paper • 2306.09841 • Published Jun 16, 2023 • 3

Self-supervised Quantized Representation for Seamlessly Integrating Knowledge Graphs with Large Language Models

Paper • 2501.18119 • Published Jan 30 • 25

upvoted a paper 5 months ago

OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis

Paper • 2412.19723 • Published Dec 27, 2024 • 88

upvoted a paper 6 months ago

ChatGen: Automatic Text-to-Image Generation From FreeStyle Chatting

Paper • 2411.17176 • Published Nov 26, 2024 • 24

upvoted a paper 7 months ago

Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization

Paper • 2411.10442 • Published Nov 15, 2024 • 80

reacted to their post with 🚀 7 months ago

Post

1168

🥳 Thrilled to introduce our recent efforts on bootstrapping VLMs for multi-modal chain-of-thought reasoning !

📕 Title: Vision-Language Models Can Self-Improve Reasoning via Reflection

🔗 Link: Vision-Language Models Can Self-Improve Reasoning via Reflection (2411.00855)

😇Takeaways:

- We found that VLMs can self-improve reasoning performance through a reflection mechanism, and importantly, this approach can scale through test-time computing.

- Evaluation on comprehensive and diverse Vision-Language reasoning tasks are included !