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Publish GI-TraceBench with verified train and test splits

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README.md CHANGED
@@ -1,3 +1,124 @@
1
- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
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+ pretty_name: GI-TraceBench
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+ license: apache-2.0
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+ language:
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+ - en
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+ task_categories:
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+ - question-answering
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+ - text-generation
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+ size_categories:
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+ - 10K<n<100K
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+ tags:
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+ - science
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+ - biomedical
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+ - provenance
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+ - evidence-grounded-reasoning
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+ configs:
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+ - config_name: default
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+ default: true
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+ data_files:
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+ - split: train
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+ path: data/train.parquet
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+ - split: test
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+ path: data/test.parquet
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+ ---
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+
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+ # GI-TraceBench
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+
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+ GI-TraceBench is a source-linked benchmark for evidence-grounded scientific reasoning
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+ in gastrointestinal oncology. It connects provenance question answering, knowledge
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+ discovery, and hypothesis evaluation through shared Paper, Claim, and Evidence Span
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+ records. The benchmark contains 10,282 English questions across 50 thematic clusters.
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+
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+ ## Splits
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+
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+ | Split | Questions | Thematic clusters |
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+ | --- | ---: | ---: |
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+ | train | 8,737 | 42 |
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+ | test | 1,545 | 8 |
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+
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+ The public training split is the finalized adaptation pool used in the paper.
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+ The two splits have disjoint question IDs, normalized question texts, and thematic
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+ clusters. Only `train` and `test` are defined in the default HF configuration.
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+ The benchmark has 5,907 provenance QA, 1,910 knowledge discovery QA, and 2,465
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+ hypothesis evaluation QA instances in total.
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+
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+ ## Load the dataset
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+
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+ ```python
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+ import json
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+ from datasets import load_dataset
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+
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+ dataset = load_dataset("Sereints/FindLink")
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+ assert len(dataset["train"]) == 8737
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+ assert len(dataset["test"]) == 1545
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+
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+ example = dataset["train"][0]
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+ answer = json.loads(example["answer"])
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+ full_record = json.loads(example["record_json"])
59
+ ```
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+
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+ The same configuration works with `streaming=True`.
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+
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+ ## Files and representations
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+
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+ - `data/train.parquet`, `data/test.parquet`: the default HF loading and viewer
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+ files. They expose the question, structured answer encoded as a JSON string,
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+ task metadata, source-ID lists, and the complete record in `record_json`.
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+ - `train.jsonl`, `test.jsonl`: complete structured publication records. Answers
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+ and nested evidence objects retain their native JSON structure. Read these
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+ with Python's `json` module; their heterogeneous nested types are not intended
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+ for automatic Arrow schema inference.
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+ - `source_splits/train.jsonl`, `source_splits/test.jsonl`: the 7,671-question
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+ source training subset and the same 1,545-question test set. They are download
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+ artifacts for tracing the source snapshot, excluded from the default HF config.
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+ The default training pool is the 8,737-question root training file.
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+ - `evidence_store/`: 1,614 paper-ID records, 5,475 Claims, 4,968 Evidence Spans,
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+ 733 associations, and 2,048 hypothesis records. These are structured support
78
+ records, not a collection of complete paper PDFs. They are download artifacts,
79
+ excluded from the default QA loading configuration.
80
+ - `dataset_info.json`, `release_alignment.json`, `SHA256SUMS.txt`: representation
81
+ metadata, source checksums, and checksums for every uploaded file respectively.
82
+
83
+ The default viewer keeps `qa_id`, `qa_group_id`, `qa_family`, `subtask_type`,
84
+ `qa_subtype`, `cluster_id`, `language`, `split`, and `question` as strings, and
85
+ `claim_ids`, `paper_ids`, `evidence_span_ids`, `association_ids`, and `hypothesis_ids`
86
+ as lists of strings. Optional fields may be null. `answer` and `record_json` are
87
+ JSON strings. Decoding `record_json` reconstructs the corresponding structured
88
+ JSONL record without dropping fields or changing scientific content.
89
+
90
+ Publication records normalize split and partition metadata to the public
91
+ train/test scheme. The frozen source snapshot remains unchanged. This is a
92
+ publication view of that snapshot, not a byte-for-byte copy of the source files.
93
+ Natural-language uses of terms such as clinical validation are preserved.
94
+
95
+ ## Evaluation and limitations
96
+
97
+ The dataset supports provenance QA, knowledge discovery, and hypothesis
98
+ evaluation under supplied evidence. Reference answers are provided for training
99
+ and evaluation; they must not be supplied as model input during held-out testing.
100
+ Use `record_json` or the structured JSONL for task-specific assessment fields.
101
+
102
+ Construction uses AI-assisted processing and structured reference records.
103
+ The benchmark is specific to English gastrointestinal oncology literature;
104
+ its generated assessment targets and evidence coverage have limitations.
105
+ Candidate hypotheses are assessment objects and do not establish clinical
106
+ efficacy. This dataset is intended for scientific-reasoning research.
107
+
108
+ ## Licensing and source attribution
109
+
110
+ The authors' contributions to GI-TraceBench are licensed under the
111
+ [Apache License 2.0](LICENSE), as selected for the `Sereints/FindLink` repository.
112
+ This grant applies only to rights the authors are entitled to license.
113
+ Third-party paper excerpts and source-derived material retain their applicable
114
+ original terms and are excluded from any additional grant of rights by this
115
+ dataset license. Paper IDs and Evidence Span links support source attribution.
116
+ Selecting this license does not establish permission to redistribute source
117
+ material; the applicable source terms must also be satisfied.
118
+
119
+ ## Provenance
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+
121
+ This publication view is derived from the frozen
122
+ `trusted_reasoning_release_20260927` snapshot. `release_alignment.json` records
123
+ the source-relative file paths and hashes. No model API credentials or local
124
+ authentication files are part of the dataset package.
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+ cfc7749b96f63bd31c3c42b5c471bf756814053e847c10f3eb003417bc523d30 LICENSE
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+ "repository": "Sereints/FindLink",
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+ "license": "apache-2.0",
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+ "license_scope": "rights_the_authors_are_entitled_to_license",
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+ "third_party_materials": "Original source terms apply; no additional rights granted."
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+ }
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