Update README.md

README.md

@@ -1,3 +1,162 @@
----
-license: apache-2.0
----
+---
+pretty_name: MemFactory
+license: cc-by-sa-4.0
+language:
+- en
+task_categories:
+- question-answering
+tags:
+- long-context
+- evaluation
+- question-answering
+- multi-hop
+- hotpotqa
+- synthetic
+configs:
+- config_name: eval_50
+  data_files:
+  - split: train
+    path: eval_50.json
+- config_name: eval_100
+  data_files:
+  - split: train
+    path: eval_100.json
+- config_name: converted_hotpotqa_2000
+  data_files:
+  - split: train
+    path: converted_hotpotqa_2000.json
+- config_name: eval_fwe_16384
+  data_files:
+  - split: train
+    path: eval_fwe_16384.json
+---
+
+
+
+pretty_name: MemFactory
+license: cc-by-sa-4.0
+language:
+- en
+task_categories:
+- question-answering
+tags:
+- long-context
+- evaluation
+- question-answering
+- multi-hop
+- hotpotqa
+- synthetic
+configs:
+- config_name: eval_50
+  data_files:
+  - split: train
+    path: eval_50.json
+- config_name: eval_100
+  data_files:
+  - split: train
+    path: eval_100.json
+- config_name: converted_hotpotqa_2000
+  data_files:
+  - split: train
+    path: converted_hotpotqa_2000.json
+- config_name: eval_fwe_16384
+  data_files:
+  - split: train
+    path: eval_fwe_16384.json
+
+# MemFactory
+
+## Overview
+
+This repository provides a lightweight, derivative release of data used in **MemFactory**.
+
+To evaluate the effectiveness of MemFactory, we reuse and adapt data from the upstream dataset:
+
+- [`BytedTsinghua-SIA/hotpotqa`](https://huggingface.co/datasets/BytedTsinghua-SIA/hotpotqa)
+
+This repository includes four JSON files:
+
+- `eval_50.json`
+- `eval_100.json`
+- `eval_fwe_16384.json`
+- `converted_hotpotqa_2000.json`
+
+### Data Sources
+
+- The three evaluation files are directly derived from the upstream HotpotQA-based release.
+- The training file `converted_hotpotqa_2000.json` is a **locally adapted version** of the upstream training data, modified for MemFactory experiments.
+
+For full dataset context, please refer to the upstream release:
+- https://huggingface.co/datasets/BytedTsinghua-SIA/hotpotqa
+
+---
+
+
+## Limitations
+
+- This is a **derivative redistribution**, not the original dataset.
+- The data may inherit:
+  - annotation noise  
+  - biases  
+  - structural limitations  
+  from the upstream sources.
+- `eval_fwe_16384.json` follows a **different schema** from the QA-style files.
+- For full documentation and broader coverage, users should consult the upstream dataset.
+
+---
+
+## License
+
+This repository is released under **CC BY-SA 4.0**.
+
+**Reason:**
+
+- The data is derived from the upstream HotpotQA-based dataset, which uses the same license.
+- `converted_hotpotqa_2000.json` is an adapted derivative and must preserve share-alike terms.
+
+If you use or redistribute this repository:
+- Please retain attribution to the upstream source  
+- Preserve the same license  
+
+---
+
+## Loading with 🤗 datasets
+
+```python
+from datasets import load_dataset
+
+eval_50 = load_dataset("nworats/MemFactory", "eval_50", split="train")
+eval_100 = load_dataset("nworats/MemFactory", "eval_100", split="train")
+train_converted = load_dataset("nworats/MemFactory", "converted_hotpotqa_2000", split="train")
+eval_fwe_16384 = load_dataset("nworats/MemFactory", "eval_fwe_16384", split="train")
+````
+
+
+## Citation
+
+If you use this dataset, please cite:
+
+### MemFactory (this work)
+
+*(Placeholder – replace with your paper when available)*
+
+```bibtex
+@article{memfactory2025,
+  title={MemFactory: [Your Subtitle Here]},
+  author={Your Name et al.},
+  journal={arXiv preprint arXiv:XXXX.XXXXX},
+  year={2025}
+}
+```
+
+### Upstream MemAgent work
+
+```bibtex
+@article{yu2025memagent,
+  title={MemAgent: Reshaping Long-Context LLM with Multi-Conv RL-based Memory Agent},
+  author={Yu, Hongli and others},
+  journal={arXiv preprint arXiv:2507.02259},
+  year={2025}
+}
+```
+