ParaVT

by EvolvingLMMs-Lab · Agent Tool · ★ 43

About ParaVT

ParaVT Taming the Tool Prior Paradox for Parallel Tool Use in Agentic Video Reinforcement Learning Overview Long-video understanding is increasingly framed as agentic video reasoning: a large multimodal model (LMM) post-trained with reinforcement learning to invoke video-processing tools. Prior work in this line, including our earlier LongVT (CVPR 2026), dispatches tool calls sequentially — brittle to single mis-localizations, prone to multi-turn context drift, and linear in cost.

agentic-rlgrpolong-video-understandingmultimodal-rlreinforcement-learningtool-usevideo-llm

Quick Facts

Stars43
Forks1
LanguagePython
CategoryAgent Tool
LicenseApache-2.0
Quality Score70.7349419360204/100
Last Updated2026-06-02
Created2026-04-28
Platformspython
Est. Tokens~326k

Compatible Skills

These tools work well together with ParaVT for enhanced workflows:

  • retrain — semantic(0.52)+complementary+same_lang+similar_pop+shared_platform (63%)
  • Agent-STAR — semantic(0.60)+rare_topics+same_lang+similar_pop+shared_platform (60%)
  • SkillZero — semantic(0.56)+complementary+same_lang+shared_platform (60%)
  • llm-rl-environments-lil-course — semantic(0.45)+complementary+rare_topics+same_lang+shared_platform (60%)
  • AgentFly — semantic(0.57)+complementary+rare_topics+same_lang+shared_platform (59%)

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Frequently Asked Questions

What is ParaVT?

ParaVT is ParaVT: Taming the Tool Prior Paradox for Parallel Tool Use in Agentic Video Reinforcement Learning. It is categorized as a Agent Tool with 43 GitHub stars.

What programming language is ParaVT written in?

ParaVT is primarily written in Python. It covers topics such as agentic-rl, grpo, long-video-understanding.

How do I install or use ParaVT?

You can find installation instructions and usage details in the ParaVT GitHub repository at github.com/EvolvingLMMs-Lab/ParaVT. The project has 43 stars and 1 forks, indicating an active community.

What license does ParaVT use?

ParaVT is released under the Apache-2.0 license, making it free to use and modify according to the license terms.

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