| --- |
| license: cc-by-4.0 |
| annotations_creators: |
| - NIST |
| task_categories: |
| - text-retrieval |
| - text-ranking |
| language: |
| - en |
| - zh |
| multilinguality: |
| - multilingual |
| pretty_name: NeuCLIRTech |
| size_categories: |
| - n<1K |
| task_ids: |
| - document-retrieval |
| configs: |
| - config_name: queries |
| default: true |
| data_files: |
| - split: eng |
| path: data/eng.tsv |
| - split: zho |
| path: data/zho.tsv |
| format: csv |
| sep: "\t" |
| header: null |
| names: ["id", "query"] |
| dataset_info: |
| features: |
| - name: id |
| dtype: string |
| - name: query |
| dtype: string |
| - config_name: qrels |
| default: false |
| data_files: data/qrels.gains.txt |
| format: csv |
| sep: " " |
| header: null |
| names: ["id", "ignore", "docid", "relevance"] |
| dataset_info: |
| features: |
| - name: id |
| dtype: string |
| - name: ignore |
| dtype: string |
| - name: docid |
| dtype: string |
| - name: relevance |
| dtype: int |
| --- |
| |
| # NeuCLIRTech Topics and Queries |
|
|
| NeuCLIRTech is an evaluation benchmark for monolingual and cross-language on technical documents |
|
|
| The document collection can be found at [neuclir/csl](https://huggingface.co/datasets/neuclir/csl). |
|
|
| ## Supporting Tasks and Corresponding Data |
|
|
| NeuCLIRTech supports three types of tasks: Chinese monolingual and English-Chinese cross-language retrieval. |
| The following specifies the documents, queries, and qrels (labels) that should be used for each task. |
|
|
| Please report nDCG@20 for all tasks. |
|
|
| *We use `:` to indicate different subset under the dataset.* |
|
|
| | Task | Documents | Queries | Qrels | |
| | --- | --- | --- | --- | |
| | Monolingual | `neuclir/csl:csl` | `zho` split of `neuclir/tech:queries` | `neuclir/tech:qrels` | |
| | Cross-Language | `neuclir/csl:csl` | `eng` split of `neuclir/tech:queries` | `neuclir/tech:qrels` | |
|
|
|
|
| ## Baseline Retrieval Results and Run Files |
| We also provide all reported baseline retrieval results in the NeuCLIRBench paper. |
| Please refer to the paper for the detailed descriptions of each model. |
|
|
|  |
|
|
|
|
| ### Run Names |
| Please refer to the `./runs` directory in this dataset to find all the runs. |
| Files follow the naming scheme of `{run_handle}_{task:mono/clir/mlir}_{lang}.trec`. Please refer to the task section for the details. |
|
|
| | Run Handle | Model Type | Model Name | |
| |:------------------|:-------------------|:----------------------| |
| | bm25 | Lexical | BM25 | |
| | bm25dt | Lexical | BM25 w/ DT | |
| | bm25qt | Lexical | BM25 w/ QT | |
| | milco | Bi-Encoder | MILCO | |
| | plaidx | Bi-Encoder | PLAID-X | |
| | qwen8b | Bi-Encoder | Qwen3 8B Embed | |
| | qwen4b | Bi-Encoder | Qwen3 4B Embed | |
| | qwen600m | Bi-Encoder | Qwen3 0.6B Embed | |
| | arctic | Bi-Encoder | Arctic-Embed Large v2 | |
| | splade | Bi-Encoder | SPLADEv3 | |
| | fusion3 | Bi-Encoder | Fusion | |
| | repllama | Bi-Encoder | RepLlama | |
| | me5large | Bi-Encoder | e5 Large | |
| | jinav3 | Bi-Encoder | JinaV3 | |
| | bgem3sparse | Bi-Encoder | BGE-M3 Sparse | |
| | mt5 | Pointwise Reranker | Mono-mT5XXL | |
| | qwen3-0.6b-rerank | Pointwise Reranker | Qwen3 0.6B Rerank | |
| | qwen3-4b-rerank | Pointwise Reranker | Qwen3 4B Rerank | |
| | qwen3-8b-rerank | Pointwise Reranker | Qwen3 8B Rerank | |
| | jina-rerank | Pointwise Reranker | Jina Reranker | |
| | searcher-rerank | Pointwise Reranker | SEARCHER Reranker | |
| | rank1 | Pointwise Reranker | Rank1 | |
| | qwq | Listwise Reranker | Rank-K (QwQ) | |
| | rankzephyr | Listwise Reranker | RankZephyr 7B | |
| | firstqwen | Listwise Reranker | FIRST Qwen3 8B | |
| | rq32b | Listwise Reranker | RankQwen-32B | |
|
|
|
|
| ## Citation |
| TBA |
|
|
