Add pipeline tag and link to paper/code

README.md

@@ -1,4 +1,9 @@
 ---
+base_model: BlinkDL/rwkv7-g1
+datasets:
+- allenai/tulu-3-sft-mixture
+- Jackrong/GLM-5.1-Reasoning-1M-Cleaned
+- angrygiraffe/claude-opus-4.6-4.7-reasoning-8.7k
 language:
 - en
 - zh
@@ -13,23 +18,39 @@ language:
 - vi
 - ar
 license: apache-2.0
+pipeline_tag: text-generation
 tags:
 - dllm
 - diffusion
 - rwkv
 - llm
-- text_generation
-datasets:
-- allenai/tulu-3-sft-mixture
-- Jackrong/GLM-5.1-Reasoning-1M-Cleaned
-- angrygiraffe/claude-opus-4.6-4.7-reasoning-8.7k
-base_model: BlinkDL/rwkv7-g1
 ---
 
 # Triplet-Block Diffusion RWKV
 
-This repository contains the checkpoint of B3D-RWKV, a 7B-parameter RWKV language model trained with the Triplet-Block Diffusion method.
+This repository contains the checkpoint of **B3D-RWKV**, a 7.2B-parameter RWKV language model presented in the paper [Triplet-Block Diffusion RWKV](https://arxiv.org/abs/2605.25969).
+
+B3D-RWKV is a diffusion RWKV variant that integrates the model's $O(L)$ inference efficiency with parallel, bidirectional discrete-diffusion through a *triplet-block layout* method. It reaches comparable accuracy on an 8-task suite versus existing models while significantly outperforming baselines in decoding throughput with an average of **1.6×** speedup.
+
+- **Paper:** [Triplet-Block Diffusion RWKV](https://arxiv.org/abs/2605.25969)
+- **Code:** [GitHub Repository](https://github.com/leonardodalinky/B3D-RWKV)
+
+## Usage
+
+For usage, please see the B3D-RWKV [infer](https://github.com/leonardodalinky/B3D-RWKV/tree/main/infer) and [serve](https://github.com/leonardodalinky/B3D-RWKV/tree/main/infer/serve) directories in the official repository for instructions on how to run inference and serve the model.
+
+Note: This checkpoint is a supervised fine-tuned (SFT) version of `rwkv7-g1f-7.2B`.
 
-For usage, see the B3D-RWKV [infer](https://github.com/leonardodalinky/B3D-RWKV/tree/main/infer) and [serve](https://github.com/leonardodalinky/B3D-RWKV/tree/main/infer/serve) for instructions on how to run inference and serve the model.
+## Citation
 
-Note: This checkpoint is a SFT version of `rwkv7-g1f-7.2B`.
+```bibtex
+@misc{lin2026tripletblockdiffusionrwkv,
+      title={Triplet-Block Diffusion RWKV}, 
+      author={Ke Lin and Yiyang Luo and Zhaolong Su and Yunya Song and Anyi Rao},
+      year={2026},
+      eprint={2605.25969},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2605.25969}, 
+}
+```