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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ tags:
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+ - vision-language
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+ - embodied-ai
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+ - causal-reasoning
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+ - planning
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+ - physical-grounding
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+ ---
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+
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+ <div align="center">
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+ # *Token Predictors Are Not Planners*: Building Physically Grounded Causal Reasoners
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+ Zheng Lu<sup>1,2,*</sup>, Mingqi Gao<sup>1,*</sup>, Qinlei Xie<sup>1,*</sup>, Wanqi Zhong<sup>1</sup>, Hanwen Cui<sup>1</sup>, Heng Cao<sup>1</sup>, Zirui Song<sup>3</sup>, Yifan Yang<sup>2</sup>, Chong Luo<sup>2</sup>, Bei Liu<sup>2,&dagger;</sup>, Yiming Li<sup>1,&dagger;</sup>
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+ <sup>1</sup>Tsinghua University &nbsp;&nbsp; <sup>2</sup>Microsoft Research Asia &nbsp;&nbsp; <sup>3</sup>MBZUAI
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+ <sup>*</sup>Equal contribution &nbsp;&nbsp; <sup>&dagger;</sup>Corresponding authors
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+ <p>
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+ <a href="https://huggingface.co/Lululzz/Causal_Planner">
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+ <img src="https://img.shields.io/badge/Model-Causal_Planner-yellow?style=flat-square" alt="Model">
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+ </a>
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+ <a href="https://huggingface.co/datasets/anonymous-causal-plan/Causal_Plan/tree/main/CausalPlan-1M-QA">
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+ <img src="https://img.shields.io/badge/Dataset-CausalPlan--1M--QA-blue?style=flat-square" alt="Dataset">
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+ </a>
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+ <a href="https://huggingface.co/datasets/anonymous-causal-plan/Causal_Plan/tree/main/Causal-Plan-Bench">
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+ <img src="https://img.shields.io/badge/Benchmark-Causal--Plan--Bench-orange?style=flat-square" alt="Benchmark">
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+ </a>
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+ </p>
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+
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+ </div>
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+ ## Model Overview
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+ This repository hosts the Causal Planner model checkpoint released with *Token Predictors Are Not Planners: Building Physically Grounded Causal Reasoners*. The model is designed for physically grounded embodied planning, emphasizing causal preconditions, action-induced state transitions, long-horizon composition, and recovery under failures.
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+ ## Resources
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+ - Model: https://huggingface.co/Lululzz/Causal_Planner
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+ - Dataset: https://huggingface.co/datasets/anonymous-causal-plan/Causal_Plan/tree/main/CausalPlan-1M-QA
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+ - Benchmark: https://huggingface.co/datasets/anonymous-causal-plan/Causal_Plan/tree/main/Causal-Plan-Bench
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+
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+ ## License
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+ This model card is released under the Apache-2.0 license metadata shown above. Dataset and benchmark usage should follow the corresponding Hugging Face repository terms.