Datasets:
Languages:
English
Size:
1K<n<10K
ArXiv:
Tags:
temporal-reasoning
knowledge-graph
question-answering
benchmark
retrieval-augmented-generation
DOI:
License:
Add the operator x complexity composition table
Browse files
README.md
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@@ -49,6 +49,25 @@ answers are years and a same-`(s,r,o)`-other-time variant is ill-defined.
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**Per-question flags ship in `benchmark/functional_negatives.jsonl`** — restrict
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negative-dependent evaluation to the functional subset.
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## Quickstart
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Three steps, standard library only, no install. Scoring your own retriever
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**Per-question flags ship in `benchmark/functional_negatives.jsonl`** — restrict
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negative-dependent evaluation to the functional subset.
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## Composition
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Counts by temporal operator and hop complexity, over the full 8,710 questions
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(the 70/10/20 train/dev/test split is stratified by complexity):
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| Operator | 1-hop | 2-hop | 3+-hop | Total |
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| --- | ---: | ---: | ---: | ---: |
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| Point-in-time | 1,349 | 1,259 | 274 | 2,882 |
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| Before/after | 1,135 | 1,065 | 131 | 2,331 |
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| Interval | 403 | 435 | 26 | 864 |
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| Sequence | 1,113 | 1,241 | 279 | 2,633 |
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| **Total** | **4,000** | **4,000** | **710** | **8,710** |
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The 3+-hop column is structurally capped, not undersampled. `tkgl-smallpedia`
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is point-in-time, so a *k*-hop chain needs every hop valid in the same year, and
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Wikidata's year-density around an anchor entity is 0–3 facts/year — long chains
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that also satisfy answer-uniqueness are simply rare. Validity-window TKGs
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(YAGO3, ICEWS) would lift this.
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## Quickstart
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Three steps, standard library only, no install. Scoring your own retriever
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