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Human Feedback and Eval Paper Explorer

A focused feed for RLHF, preference data, rater protocols, agent evaluation, and LLM-as-judge research. Every paper includes structured metadata for quick triage.

Total papers: 2 Search mode: keyword RSS
The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution

Junlong Li, Wenshuo Zhao, Jian Zhao, Weihao Zeng, Haoze Wu, Xiaochen Wang · Oct 29, 2025

Citations: 0
Simulation Env Long Horizon General
  • Real-world language agents must handle complex, multi-step workflows across diverse Apps.
  • For instance, an agent may manage emails by coordinating with calendars and file systems, or monitor a production database to detect anomalies and generate reports following an operating manual.
UI-Venus-1.5 Technical Report

Venus Team, Changlong Gao, Zhangxuan Gu, Yulin Liu, Xinyu Qiu, Shuheng Shen · Feb 9, 2026

Citations: 0
Simulation Env Long Horizon Coding
  • GUI agents have emerged as a powerful paradigm for automating interactions in digital environments, yet achieving both broad generality and consistently strong task performance remains challenging.
  • In this report, we present UI-Venus-1.5, a unified, end-to-end GUI Agent designed for robust real-world applications.

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