Datasets:
Languages:
English
Size:
1K<n<10K
ArXiv:
Tags:
temporal-reasoning
knowledge-graph
question-answering
benchmark
retrieval-augmented-generation
DOI:
License:
| [ | |
| { | |
| "path": "benchmark/benchmark_labelled.jsonl", | |
| "bytes": 10395550, | |
| "why": "the benchmark: 8,710 questions with S*/S_dist/S_stale" | |
| }, | |
| { | |
| "path": "benchmark/benchmark.jsonl", | |
| "bytes": 5688514, | |
| "why": "pre-label-resolution form (raw QIDs/PIDs)" | |
| }, | |
| { | |
| "path": "benchmark/functional_negatives.jsonl", | |
| "bytes": 1244471, | |
| "why": "per-question functional-negative flags" | |
| }, | |
| { | |
| "path": "benchmark/labels.tsv", | |
| "bytes": 302669, | |
| "why": "Wikidata QID/PID -> label dump" | |
| }, | |
| { | |
| "path": "benchmark/ids.txt", | |
| "bytes": 78703, | |
| "why": "entity/relation ids used" | |
| }, | |
| { | |
| "path": "annotation/annotation-guidelines.md", | |
| "bytes": 36022, | |
| "why": "annotation protocol (EN, governing)" | |
| }, | |
| { | |
| "path": "annotation/annotation-guidelines-IT.md", | |
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| "why": "annotation protocol (IT translation)" | |
| }, | |
| { | |
| "path": "annotation/SAMPLE_MANIFEST.md", | |
| "bytes": 1432, | |
| "why": "validation sample provenance" | |
| }, | |
| { | |
| "path": "paper-supplement/appendices-removed-2026-08-20.tex", | |
| "bytes": 3534, | |
| "why": "composability proof + construction detail (cut from the 4pp camera-ready)" | |
| }, | |
| { | |
| "path": "paper-supplement/tab-by-operator-removed-2026-08-20.tex", | |
| "bytes": 1509, | |
| "why": "per-operator CCR table (cut for space)" | |
| }, | |
| { | |
| "path": "paper-supplement/tab-rank-metrics-removed-2026-08-20.tex", | |
| "bytes": 1953, | |
| "why": "rank-aware metrics table (cut for space)" | |
| }, | |
| { | |
| "path": "code/README.md", | |
| "bytes": 3104, | |
| "why": "how to run the pipeline; what is and is not included" | |
| }, | |
| { | |
| "path": "code/benchmark-design-decisions.md", | |
| "bytes": 12976, | |
| "why": "formal operator semantics and design rationale not in the paper" | |
| }, | |
| { | |
| "path": "code/build_benchmark.py", | |
| "bytes": 41785, | |
| "why": "the 6-stage deterministic construction pipeline" | |
| }, | |
| { | |
| "path": "code/indexer.py", | |
| "bytes": 17603, | |
| "why": "Triple / ValidityWindow / TemporalKGIndexer -- the foundation every stage imports" | |
| }, | |
| { | |
| "path": "code/resolve_labels.py", | |
| "bytes": 15074, | |
| "why": "Wikidata QID/PID -> human-readable label resolution" | |
| }, | |
| { | |
| "path": "code/tempbench_eval.py", | |
| "bytes": 8213, | |
| "why": "TRP / CCR scorers -- evaluate your own retriever without the reference implementation" | |
| }, | |
| { | |
| "path": "annotation/pilot_low_confidence.jsonl", | |
| "bytes": 63043, | |
| "why": "per-question low-confidence flags for the 500-question IAA pilot (452 consensus / 48 flagged)" | |
| }, | |
| { | |
| "path": "baselines/bm25-anchor.json", | |
| "bytes": 2035818, | |
| "why": "BM25 retrieval baseline, no temporal filter" | |
| }, | |
| { | |
| "path": "baselines/bm25-anchor-tfilter.json", | |
| "bytes": 1500755, | |
| "why": "BM25 retrieval baseline, temporally filtered" | |
| }, | |
| { | |
| "path": "baselines/bm25-rag-qwen3.json", | |
| "bytes": 2214656, | |
| "why": "vanilla BM25-RAG end-task baseline" | |
| }, | |
| { | |
| "path": "baselines/bm25-rag-qwen3-matched.json", | |
| "bytes": 3103444, | |
| "why": "BM25-RAG at matched decode budget" | |
| }, | |
| { | |
| "path": "baselines/v2-grpo-10000.json", | |
| "bytes": 562510, | |
| "why": "NO-RETRIEVAL system -- backs the interval-leak proof (overall EM 0.364, interval EM 1.000)" | |
| }, | |
| { | |
| "path": "baselines/v3-sft-baseline.extracted.json", | |
| "bytes": 706508, | |
| "why": "2-hop reference generator -- backs the 3+-hop comparison" | |
| }, | |
| { | |
| "path": "baselines/v3-sft-3hop.extracted.json", | |
| "bytes": 710446, | |
| "why": "3-hop reference generator -- backs the 3+-hop comparison" | |
| }, | |
| { | |
| "path": "baselines/v3-sft-3hop-seed1337.extracted.json", | |
| "bytes": 874163, | |
| "why": "seed replica (3-seed mean +0.051 +- 0.083)" | |
| }, | |
| { | |
| "path": "baselines/v3-sft-3hop-seed7.extracted.json", | |
| "bytes": 880864, | |
| "why": "seed replica" | |
| }, | |
| { | |
| "path": "baselines/v3-sft-seed1337.extracted.json", | |
| "bytes": 703367, | |
| "why": "seed replica" | |
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| { | |
| "path": "baselines/v3-sft-seed7.extracted.json", | |
| "bytes": 704595, | |
| "why": "seed replica" | |
| }, | |
| { | |
| "path": "v1.0.1-addendum.md", | |
| "bytes": 10901, | |
| "why": "known issues + evaluation protocol; the interval-leak fix the paper cites" | |
| } | |
| ] | |