Link dataset to paper and GitHub repository, add Python API usage

README.md

@@ -1,18 +1,18 @@
 ---
+language:
+- en
 license: mit
+size_categories:
+- 10K<n<100K
 task_categories:
 - text-generation
 - text-retrieval
-language:
-- en
+pretty_name: RWGBench
 tags:
 - related-work-generation
 - scholarly-positioning
 - citation-evaluation
 - retrieval-augmented-generation
-pretty_name: RWGBench
-size_categories:
-- 10K<n<100K
 ---
 
 # RWGBench
@@ -22,6 +22,9 @@ citation-centric scholarly positioning task. It tests whether a system can
 select, organize, and frame prior work for a target paper, rather than only
 producing fluent text that resembles a reference related work section.
 
+* **Paper:** [RWGBench: Evaluating Scholarly Positioning in Related Work Generation](https://huggingface.co/papers/2606.24894)
+* **Repository:** [BFTree/RWGBench](https://github.com/BFTree/RWGBench)
+
 ## Files
 
 | File | Entries | Description |
@@ -101,6 +104,29 @@ data/
 
 Then run the generation and evaluation scripts from the code repository.
 
+## Python API Usage
+
+To use the dataset with the evaluator script from the code repository:
+
+```python
+from src.evaluation.single_paper_evaluator import SinglePaperEvaluator
+
+evaluator = SinglePaperEvaluator(
+    gold_papers_path="data/gold100_papers.json",
+    corpus_path="data/corpus.json",
+    use_llm_judge=False,
+    citation_frame_model_path="Anonymous2876/rwgbench-citation-frame-classifier",
+)
+
+result = evaluator.evaluate(
+    paper_id=123,
+    generated_text="Prior work has studied retrieval-augmented generation [1].",
+    citation_list=[10001],  # citation_list[i] maps to marker [i+1]
+)
+
+print(result["scores"])
+```
+
 ## Data Collection And Use
 
 RWGBench is built from public scholarly documents and metadata. Source
@@ -108,4 +134,4 @@ documents may have heterogeneous licenses, so users should follow the license
 terms of the underlying papers when redistributing document-derived text.
 
 The benchmark is intended for research on retrieval-augmented generation,
-citation selection, scholarly writing evaluation, and related work generation.
+citation selection, scholarly writing evaluation, and related work generation.