Update README.md

README.md

@@ -1,68 +1,68 @@
----
-license: cc-by-4.0
-task_categories:
-- text-retrieval
-language:
-- en
-tags:
-- citation
-- retrieval
-- arxiv
-- neurips
-- benchmark
-pretty_name: FORAGE CiteBench NeurIPS25
-configs:
-- config_name: neurips25
-  data_files:
-  - split: cited_papers
-    path: neurips25/cited_papers.parquet
-  - split: source_papers
-    path: neurips25/source_papers.parquet
----
-
-# FORAGE — CiteBench NeurIPS25
-
-A retrieval benchmark for academic citation prediction.
-
-## Subset: `neurips25`
-
-| Split | Rows | Description |
-|---|---|---|
-| `source_papers` | 1,024 | NeurIPS 2025 papers used as queries |
-| `cited_papers` | 25,050 | Retrieval corpus of cited papers |
-
-### `source_papers` columns
-
-| Column | Type | Description |
-|---|---|---|
-| `id` | string | NeurIPS 2025 submission ID |
-| `content` | string | Full paper text (Markdown) |
-| `arxiv_id` | string | arXiv identifier |
-| `title` | string | Paper title |
-| `abstract` | string | Paper abstract |
-| `author` | string | Semicolon-separated author names |
-| `first_author_last_name` | string | Last name of first author |
-| `related_work` | list[string] | arXiv IDs cited in Related Work — **primary eval target** |
-| `all_cited` | list[string] | arXiv IDs cited anywhere in the paper |
-
-### `cited_papers` columns
-
-| Column | Type | Description |
-|---|---|---|
-| `id` | string | arXiv paper ID |
-| `content` | string | Full paper text (Markdown) |
-| `title` | string | Paper title |
-| `abstract` | string | Paper abstract |
-| `first_author_last_name` | string | Last name of first author |
-| `year` | int32 | Publication year |
-| `created` | date | arXiv submission date |
-
-## Usage
-
-```python
-from datasets import load_dataset
-
-ds = load_dataset("Aryaman9199/FORAGE", "neurips25")
-source_papers = ds["source_papers"]
-cited_papers  = ds["cited_papers"]
-```
+---
+license: cc-by-4.0
+task_categories:
+- text-retrieval
+language:
+- en
+tags:
+- citation
+- retrieval
+- arxiv
+- neurips
+- benchmark
+pretty_name: FORAGE CiteBench NeurIPS25
+configs:
+- config_name: neurips25
+  data_files:
+  - split: cited_papers
+    path: neurips25/cited_papers.parquet
+  - split: source_papers
+    path: neurips25/source_papers.parquet
+---
+
+# FORAGE — CiteBench NeurIPS25
+
+An agentic retrieval benchmark based on the related works prediction task.
+
+## Subset: `neurips25`
+
+| Split | Rows | Description |
+|---|---|---|
+| `source_papers` | 1,024 | NeurIPS 2025 papers used as queries |
+| `cited_papers` | 25,050 | Retrieval corpus of cited papers |
+
+### `source_papers` columns
+
+| Column | Type | Description |
+|---|---|---|
+| `id` | string | NeurIPS 2025 submission ID |
+| `content` | string | Full paper text (Markdown) |
+| `arxiv_id` | string | arXiv identifier |
+| `title` | string | Paper title |
+| `abstract` | string | Paper abstract |
+| `author` | string | Semicolon-separated author names |
+| `first_author_last_name` | string | Last name of first author |
+| `related_work` | list[string] | arXiv IDs cited in Related Work — **primary eval target** |
+| `all_cited` | list[string] | arXiv IDs cited anywhere in the paper |
+
+### `cited_papers` columns
+
+| Column | Type | Description |
+|---|---|---|
+| `id` | string | arXiv paper ID |
+| `content` | string | Full paper text (Markdown) |
+| `title` | string | Paper title |
+| `abstract` | string | Paper abstract |
+| `first_author_last_name` | string | Last name of first author |
+| `year` | int32 | Publication year |
+| `created` | date | arXiv submission date |
+
+## Usage
+
+```python
+from datasets import load_dataset
+
+ds = load_dataset("Aryaman9199/FORAGE", "neurips25")
+source_papers = ds["source_papers"]
+cited_papers  = ds["cited_papers"]
+```