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Title: GitHub - ulab-uiuc/Time-R1: Time-R1: Framework and resources for endowing LLMs with comprehensive temporal reasoning (understanding, prediction, creative generation) using a novel three-stage RL curriculum. Includes the Time-Bench dataset and pre-trained models.

Open Graph Title: GitHub - ulab-uiuc/Time-R1: Time-R1: Framework and resources for endowing LLMs with comprehensive temporal reasoning (understanding, prediction, creative generation) using a novel three-stage RL curriculum. Includes the Time-Bench dataset and pre-trained models.

X Title: GitHub - ulab-uiuc/Time-R1: Time-R1: Framework and resources for endowing LLMs with comprehensive temporal reasoning (understanding, prediction, creative generation) using a novel three-stage RL curriculum. Includes the Time-Bench dataset and pre-trained models.

Description: Time-R1: Framework and resources for endowing LLMs with comprehensive temporal reasoning (understanding, prediction, creative generation) using a novel three-stage RL curriculum. Includes the Time-Bench dataset and pre-trained models. - ulab-uiuc/Time-R1

Open Graph Description: Time-R1: Framework and resources for endowing LLMs with comprehensive temporal reasoning (understanding, prediction, creative generation) using a novel three-stage RL curriculum. Includes the Time-...

X Description: Time-R1: Framework and resources for endowing LLMs with comprehensive temporal reasoning (understanding, prediction, creative generation) using a novel three-stage RL curriculum. Includes the Time-...

Opengraph URL: https://github.com/ulab-uiuc/Time-R1

X: @github

direct link

Domain: patch-diff.githubusercontent.com

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https://patch-diff.githubusercontent.com/ulab-uiuc/Time-R1#time-r1-towards-comprehensive-temporal-reasoning-in-llms
🤗 Model (Time-R1)https://huggingface.co/collections/ulab-ai/time-r1-682626aea47cb2b876285a16
📊 Dataset (Time-Bench)https://huggingface.co/datasets/ulab-ai/Time-Bench
📖 Paperhttps://arxiv.org/abs/2505.13508
📢 Coverage (WeChat Account)https://mp.weixin.qq.com/s/HOG8Es3sefi91f7XoMDhNQ
🎬 Video (Bilibili)https://b23.tv/aArKNSY
💡Slideshttps://drive.google.com/file/d/1c4Ob3VFbSAdJkXIdEAqY9jzTXjlc8nUj/view?usp=drive_link
Time-Bench datasethttps://huggingface.co/datasets/ulab-ai/Time-Bench
model checkpointshttps://huggingface.co/collections/ulab-ai/time-r1-682626aea47cb2b876285a16
paperhttps://arxiv.org/abs/2505.13508
https://patch-diff.githubusercontent.com/ulab-uiuc/Time-R1/blob/master/figures/output_examples.png
https://patch-diff.githubusercontent.com/ulab-uiuc/Time-R1#-overview
https://patch-diff.githubusercontent.com/ulab-uiuc/Time-R1/blob/master/figures/time-r1_overview.png
https://patch-diff.githubusercontent.com/ulab-uiuc/Time-R1#-released-resources
Time-Bench Datasethttps://huggingface.co/datasets/ulab-ai/Time-Bench
https://developer.nytimes.com/docs/https://developer.nytimes.com/docs/
paperhttps://arxiv.org/abs/2505.13508
Time-R1 Model Checkpointshttps://huggingface.co/collections/ulab-ai/time-r1-682626aea47cb2b876285a16
Source Codehttps://github.com/ulab-uiuc/Time-R1
https://patch-diff.githubusercontent.com/ulab-uiuc/Time-R1#-key-features
https://patch-diff.githubusercontent.com/ulab-uiuc/Time-R1#-dynamic-reward-system
https://patch-diff.githubusercontent.com/ulab-uiuc/Time-R1#-core-logic
https://patch-diff.githubusercontent.com/ulab-uiuc/Time-R1#️-setup
https://patch-diff.githubusercontent.com/ulab-uiuc/Time-R1#️-training-time-r1
https://patch-diff.githubusercontent.com/ulab-uiuc/Time-R1#stage-1-temporal-comprehension-yields-theta_1
https://patch-diff.githubusercontent.com/ulab-uiuc/Time-R1#stage-2-future-event-time-prediction-yields-theta_2
https://patch-diff.githubusercontent.com/ulab-uiuc/Time-R1#-validation-stage-3-capability
main paperhttps://arxiv.org/abs/2505.13508
https://patch-diff.githubusercontent.com/ulab-uiuc/Time-R1#-results
https://patch-diff.githubusercontent.com/ulab-uiuc/Time-R1#stage-1-temporal-comprehension-theta_1
https://patch-diff.githubusercontent.com/ulab-uiuc/Time-R1/blob/master/figures/Stage1_result.png
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https://patch-diff.githubusercontent.com/ulab-uiuc/Time-R1/blob/master/figures/Stage3_result.png
https://patch-diff.githubusercontent.com/ulab-uiuc/Time-R1#acknowledgement
Deepseek-R1https://github.com/deepseek-ai/DeepSeek-R1
TinyZerohttps://github.com/Jiayi-Pan/TinyZero/tree/main
veRLhttps://github.com/volcengine/verl
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