Add metadata, paper link and repository information

Hi, I'm Niels from the community science team at Hugging Face. This PR improves the dataset card by:
- Adding YAML metadata for `task_categories` and `license`.
- Linking the dataset to the original paper, official code repository, and project blog.
- Providing structured information about the artifacts and their usage.
- Adding the BibTeX citation for the INFUSER paper.

README.md

@@ -1,17 +1,44 @@
+---
+license: mit
+task_categories:
+- text-generation
+tags:
+- reasoning
+- self-evolution
+---
+
 # INFUSER Qwen3-8B-base Artifacts
 
-This dataset contains raw INFUSER Qwen3-8B-base generator output artifacts for steps 0, 30, 60, and 90.
+This dataset contains raw INFUSER Qwen3-8B-base generator output artifacts for steps 0, 30, 60, and 90, as presented in the paper [INFUSER: Influence-Guided Self-Evolution Improves Reasoning](https://huggingface.co/papers/2606.09052).
+
+[**Paper**](https://huggingface.co/papers/2606.09052) | [**Code**](https://github.com/FFishy-git/INFUSER) | [**Blog**](https://y-agent.github.io/infuser)
 
-Source dataset repo: `Tiiao/SER`
-Source run path: `qwen3_8b_base/FW-Alr_2e-6-Glr_4e-6-DrGRPO-TIS_token-dev_800-precond_cos-seed456`
-Source model/run context: INFUSER Qwen3-8B-base generator outputs from training config `FW-Alr_2e-6-Glr_4e-6-DrGRPO-TIS_token-dev_800-precond_cos-seed456`.
-Related model repo: `Siyuc/INFUSER-Qwen3-8B-base`
-Code repo: `https://github.com/FFishy-git/INFUSER`
+## Artifact Information
 
-Files at dataset root:
+- **Source dataset repo**: `Tiiao/SER`
+- **Source run path**: `qwen3_8b_base/FW-Alr_2e-6-Glr_4e-6-DrGRPO-TIS_token-dev_800-precond_cos-seed456`
+- **Source model/run context**: INFUSER Qwen3-8B-base generator outputs from training config `FW-Alr_2e-6-Glr_4e-6-DrGRPO-TIS_token-dev_800-precond_cos-seed456`.
+- **Related model repo**: `Siyuc/INFUSER-Qwen3-8B-base`
+
+### Files
+The repository contains the following `.pt` files at the root:
 - `gen_output_step000.pt`
 - `gen_output_step030.pt`
 - `gen_output_step060.pt`
 - `gen_output_step090.pt`
 
-These `.pt` files are raw `DataProto` torch artifacts. They can be converted to question JSON with the project code's `derive_gen_questions()` after loading the `DataProto` artifact. In this codebase, see `verl_inf_evolve/utils/data_utils.py`.
+## Usage
+These `.pt` files are raw `DataProto` torch artifacts. They can be converted to question JSON using the project code's `derive_gen_questions()` function after loading the `DataProto` artifact. In the [official codebase](https://github.com/FFishy-git/INFUSER), see `verl_inf_evolve/utils/data_utils.py` for implementation details.
+
+## Citation
+```bibtex
+@misc{chen2026infuser,
+  title        = {INFUSER: Influence-Guided Self-Evolution Improves Reasoning},
+  author       = {Siyu Chen and Miao Lu and Beining Wu and Heejune Sheen and Fengzhuo Zhang and Shuangning Li and Zhiyuan Li and Jose Blanchet and Tianhao Wang and Zhuoran Yang},
+  year         = {2026},
+  eprint       = {2606.09052},
+  archivePrefix = {arXiv},
+  primaryClass = {cs.LG},
+  url          = {https://arxiv.org/abs/2606.09052}
+}
+```