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@@ -58,3 +58,57 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
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README.md

@@ -1,3 +1,205 @@
 ---
-license: mit
+license: odc-by
+language:
+- en
+pretty_name: Local GraphRAG Cascade Artifacts
+task_categories:
+- question-answering
+- text-retrieval
+tags:
+- graphrag
+- knowledge-graphs
+- entity-resolution
+- relation-recovery
+- multi-hop-reasoning
+configs:
+- config_name: questions
+  default: true
+  data_files: "corpus/questions.jsonl"
+- config_name: documents
+  data_files: "corpus/documents.jsonl"
+- config_name: extraction_calls
+  data_files: "extraction/*/raw_calls.jsonl"
+- config_name: extraction_chunks
+  data_files: "extraction/*/normalized_chunks.jsonl"
+- config_name: extraction_entities
+  data_files: "extraction/*/normalized_entities.jsonl"
+- config_name: extraction_relations
+  data_files: "extraction/*/normalized_relations.jsonl"
+- config_name: graph_nodes
+  data_files: "graphs/*/*/nodes.jsonl"
+- config_name: graph_edges
+  data_files: "graphs/*/*/edges.jsonl"
+- config_name: retrieval
+  data_files: "retrieval/*/*.jsonl"
+- config_name: answers
+  data_files: "answers/*/*.jsonl"
+- config_name: question_metrics
+  data_files: "evaluation/question_metrics/*/*.jsonl"
+- config_name: paired_comparisons
+  data_files: "evaluation/builders/*/paired_*.jsonl"
 ---
+
+# Local GraphRAG Cascade Artifacts
+
+This dataset contains the fixed corpus and final scientific artifacts for a
+controlled GraphRAG experiment with 12 local builder models and three cumulative
+graph conditions:
+
+```text
+Native -> ER -> ER+RR
+```
+
+Entity Resolution (ER) is applied to the Native graph. Relation Recovery (RR)
+is then applied to the ER graph. The dataset does not contain a Native+RR
+condition and does not estimate an independent RR effect.
+
+## Dataset scope
+
+- 120 MultiHop-RAG questions: 30 inference, 30 comparison, 30 temporal, and 30
+  unanswerable.
+- 155 documents: 125 gold documents and 30 hard negatives.
+- 12 builder models and 36 graph conditions.
+- 36 retrieval outputs, 36 answer outputs, and 4,320 question-level evaluation
+  records.
+- Raw and normalized extraction records, final graph node/edge exports, paired
+  cascade comparisons, and exploratory cross-builder analyses.
+
+Builders: `gemma3_12b`, `gemma3_1b`, `gemma3_270m`, `gemma3_4b`, `qwen35_0_8b`, `qwen35_2b`, `qwen35_4b`, `qwen35_9b`, `qwen3_0_6b`, `qwen3_1_7b`, `qwen3_4b`, `qwen3_8b`.
+
+## Repository structure
+
+```text
+README.md
+manifest.json
+checksums.sha256
+corpus/
+extraction/
+graphs/
+retrieval/
+answers/
+evaluation/
+```
+
+| Directory | Contents |
+| --- | --- |
+| `corpus/` | Questions, documents, subset manifest, audit, and selection provenance |
+| `extraction/<builder>/` | Raw model calls and normalized chunks, entities, and relations |
+| `graphs/<builder>/<regime>/` | Final graph nodes and edges for each cumulative condition |
+| `retrieval/<builder>/` | One 120-record JSONL file per graph condition |
+| `answers/<builder>/` | One 120-record JSONL file per graph condition |
+| `evaluation/question_metrics/<builder>/` | Question-level retrieval and QA metrics |
+| `evaluation/builders/<builder>/` | Builder summaries and three paired cascade contrasts |
+| `evaluation/aggregate/` | Prespecified and exploratory cross-builder results |
+
+The top-level `manifest.json` records every published payload file, its role,
+record count, source artifact, byte size, and SHA-256 digest. Paths are relative
+and contain no machine-specific workspace locations.
+
+## Loading examples
+
+Load a homogeneous JSONL file with 🤗 Datasets:
+
+```python
+from datasets import load_dataset
+
+questions = load_dataset(
+    "json",
+    data_files="corpus/questions.jsonl",
+    split="train",
+)
+
+metrics = load_dataset(
+    "json",
+    data_files="evaluation/question_metrics/qwen35_2b/native_lightrag.jsonl",
+    split="train",
+)
+```
+
+The artifact families have different schemas and should be loaded separately.
+Join question-level files on `question_id`; use `builder_model`, `base_run_id`,
+`variant_run_id`, and `graph_regime` for lineage across stages.
+
+## Integrity
+
+On Linux:
+
+```bash
+sha256sum -c checksums.sha256
+```
+
+On macOS:
+
+```bash
+shasum -a 256 -c checksums.sha256
+```
+
+## Provenance and reproducibility
+
+The corpus is a fixed, stratified subset derived from MultiHop-RAG. Extraction
+was performed once per builder. ER and RR reuse the saved extraction records,
+and retrieval and answering use the same questions and fixed downstream models
+across all conditions. Exact model identities, hashes, schema versions, and run
+lineage are preserved in the records and `manifest.json`.
+
+The package excludes mutable LightRAG workspaces, vector stores, SQLite state,
+logs, caches, and model weights. Those files are execution infrastructure rather
+than scientific exchange artifacts.
+
+## Limitations
+
+The subset is balanced by question type rather than sampled to reproduce the
+full source distribution. Model outputs may contain extraction, retrieval, or
+answering errors and should not be treated as verified facts. Graph structure
+alone does not establish semantic correctness or downstream answer quality.
+The corpus contains public news text and may mention identifiable people and
+organizations present in the source articles.
+
+## License
+
+The source MultiHop-RAG data and this derived artifact collection are provided
+under the Open Data Commons Attribution License (ODC-By) v1.0. Attribute Yixuan
+Tang and Yi Yang and retain the license and provenance notices when redistributing
+the data. Generated artifacts also retain model and source lineage for research
+attribution.
+
+ODC-By governs the database and attribution terms for this package. Underlying
+article content may remain subject to rights held by its original publishers;
+users should review the relevant source terms for uses beyond research and
+reproducibility.
+
+## Citation
+
+Please cite the accompanying thesis:
+
+```bibtex
+@mastersthesis{kutivadze2026graphrag,
+  author = {Georgii Kutivadze},
+  title = {Knowledge Graph Construction Quality in Local GraphRAG: An Empirical Study of Model Capacity, Graph Post-Processing, and Downstream Performance},
+  school = {Università Cattolica del Sacro Cuore},
+  year = {2026},
+  type = {Master's thesis}
+}
+```
+
+Please also cite the source dataset and graph framework:
+
+```bibtex
+@misc{tang2024multihoprag,
+  title = {MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop Queries},
+  author = {Yixuan Tang and Yi Yang},
+  year = {2024},
+  eprint = {2401.15391},
+  archivePrefix = {arXiv},
+  primaryClass = {cs.CL}
+}
+
+@article{guo2024lightrag,
+  title = {LightRAG: Simple and Fast Retrieval-Augmented Generation},
+  author = {Zirui Guo and Lianghao Xia and Yanhua Yu and Tu Ao and Chao Huang},
+  year = {2024},
+  eprint = {2410.05779},
+  archivePrefix = {arXiv},
+  primaryClass = {cs.IR}
+}
+```

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corpus/audit_report.json

@@ -0,0 +1,280 @@
+{
+  "status": "passed",
+  "audit_kind": "model_free",
+  "dataset": "MultiHop-RAG",
+  "subset_id": "multihoprag_120_a3b015d303a201a2",
+  "parameters": {
+    "seed": 42,
+    "questions_per_type": 30,
+    "hard_negatives": 30,
+    "target_corpus_documents_soft": 155,
+    "gold_union_target_soft": 125
+  },
+  "summary": {
+    "checks_total": 35,
+    "checks_passed": 35,
+    "checks_failed": 0,
+    "failed_check_names": []
+  },
+  "checks": [
+    {
+      "name": "exact_question_count",
+      "passed": true,
+      "detail": 120
+    },
+    {
+      "name": "exact_type_balance",
+      "passed": true,
+      "detail": {
+        "comparison_query": 30,
+        "inference_query": 30,
+        "null_query": 30,
+        "temporal_query": 30
+      }
+    },
+    {
+      "name": "no_duplicate_question_ids",
+      "passed": true,
+      "detail": 120
+    },
+    {
+      "name": "no_duplicate_document_ids",
+      "passed": true,
+      "detail": 155
+    },
+    {
+      "name": "no_duplicate_document_urls_or_source_indices",
+      "passed": true,
+      "detail": 155
+    },
+    {
+      "name": "no_pilot_question_overlap",
+      "passed": true,
+      "detail": []
+    },
+    {
+      "name": "mapping_covers_every_question_exactly",
+      "passed": true,
+      "detail": {
+        "mapping": 120,
+        "questions": 120
+      }
+    },
+    {
+      "name": "stable_question_id_method_matches_pilot",
+      "passed": true,
+      "detail": "mhq_ + SHA-256(query)[:16]"
+    },
+    {
+      "name": "question_hashes_match_exact_source_query",
+      "passed": true,
+      "detail": 120
+    },
+    {
+      "name": "question_source_fields_preserved_exactly",
+      "passed": true,
+      "detail": 120
+    },
+    {
+      "name": "answerable_questions_have_2_to_4_unique_gold_urls",
+      "passed": true,
+      "detail": "selected answerable questions"
+    },
+    {
+      "name": "null_queries_keep_empty_evidence_and_false_answerable",
+      "passed": true,
+      "detail": 30
+    },
+    {
+      "name": "every_evidence_url_resolves_exactly_once_and_fact_is_in_body",
+      "passed": true,
+      "detail": "exact URL and substring checks"
+    },
+    {
+      "name": "mapping_matches_question_rows",
+      "passed": true,
+      "detail": 120
+    },
+    {
+      "name": "stable_document_id_method_matches_pilot",
+      "passed": true,
+      "detail": "mhd_ + SHA-256(url)[:16]"
+    },
+    {
+      "name": "document_hashes_match_exact_source_body",
+      "passed": true,
+      "detail": 155
+    },
+    {
+      "name": "source_document_text_and_metadata_preserved_exactly",
+      "passed": true,
+      "detail": 155
+    },
+    {
+      "name": "source_null_values_preserved_without_fill",
+      "passed": true,
+      "detail": "deep source-field equality"
+    },
+    {
+      "name": "all_gold_documents_included",
+      "passed": true,
+      "detail": {
+        "required": 125,
+        "included": 125
+      }
+    },
+    {
+      "name": "exact_hard_negative_document_count",
+      "passed": true,
+      "detail": 30
+    },
+    {
+      "name": "gold_and_hard_negative_roles_are_disjoint",
+      "passed": true,
+      "detail": {
+        "gold": 125,
+        "hard_negative": 30
+      }
+    },
+    {
+      "name": "every_question_has_mapped_hard_negative",
+      "passed": true,
+      "detail": 120
+    },
+    {
+      "name": "hard_negatives_exclude_question_gold_complete_chain_and_direct_answer",
+      "passed": true,
+      "detail": "per linked question/document pair; normalized exact lexical checks"
+    },
+    {
+      "name": "hard_negative_link_audit_details_complete",
+      "passed": true,
+      "detail": 30
+    },
+    {
+      "name": "hard_negative_reverse_links_match_documents_and_mapping",
+      "passed": true,
+      "detail": 30
+    },
+    {
+      "name": "hard_negative_bm25_scores_ranks_and_overlap_reproducible",
+      "passed": true,
+      "detail": 121
+    },
+    {
+      "name": "pilot_document_overlap_computable",
+      "passed": true,
+      "detail": {
+        "count": 17,
+        "document_ids": [
+          "mhd_0c70d85015833356",
+          "mhd_3f63287ba856792c",
+          "mhd_3ff71c50cb02cf99",
+          "mhd_4b13a9dee44488e3",
+          "mhd_5e35a051a03df040",
+          "mhd_656e63b31ca40730",
+          "mhd_6f388affbc74a371",
+          "mhd_7b3619181fc8a2c0",
+          "mhd_7c61b795f6a5dee5",
+          "mhd_883e01bc82e19cf5",
+          "mhd_98b0ddf644244043",
+          "mhd_a0ca9f6399e72e19",
+          "mhd_a9a879368f2a59e1",
+          "mhd_e389f76203d8e8c1",
+          "mhd_e860349932e31fc3",
+          "mhd_e8be65978b66a7ec",
+          "mhd_eb046c4ddbd31a8f"
+        ]
+      }
+    },
+    {
+      "name": "manifest_source_file_hashes_match_exact_files",
+      "passed": true,
+      "detail": {
+        "questions": "03cfb4926461f868684903aadc8024447bdda5bb3f6804741424cce338515bff",
+        "corpus": "20b61b5ab84de84a927420c5d265b7ec8d859ae49980699958a787ade9e4d28f",
+        "pilot_questions": "b22a9caf1e78ca217595346c869191d0ba130f8e8e870b6768476aaa81fe8cac",
+        "pilot_documents": "d6bb4b74c5b17d80c68411c8d3874a1f3b9ce53bce2dddef1781292d3cb81ce0"
+      }
+    },
+    {
+      "name": "manifest_content_and_source_record_hash_maps_match_rows",
+      "passed": true,
+      "detail": {
+        "questions": 120,
+        "documents": 155
+      }
+    },
+    {
+      "name": "manifest_source_index_lists_match_rows",
+      "passed": true,
+      "detail": {
+        "questions": 120,
+        "gold_documents": 125,
+        "hard_negative_documents": 30
+      }
+    },
+    {
+      "name": "manifest_document_roles_match_rows",
+      "passed": true,
+      "detail": {
+        "gold": 125,
+        "hard_negative": 30
+      }
+    },
+    {
+      "name": "manifest_pilot_overlap_matches_recomputed_overlap",
+      "passed": true,
+      "detail": {
+        "questions": 0,
+        "documents": 17
+      }
+    },
+    {
+      "name": "stable_question_and_document_output_order",
+      "passed": true,
+      "detail": "type/corpus source-index order"
+    },
+    {
+      "name": "declared_output_file_hashes_match_bytes",
+      "passed": true,
+      "detail": {
+        "questions.jsonl": "354bce3a46e00dafef9f1d256aed79c6f1f149d6e38260a53ef361138991d87f",
+        "documents.jsonl": "f6d20f892c92e8219fae6a8dab841affdd659cc395038a113a29739f3563005a",
+        "selection_report.md": "4139afb01c5ed4c72416ce92bdb9891a1dba84c013926acd8da684d027acf8a6"
+      }
+    },
+    {
+      "name": "jsonl_record_line_hashes_match_exact_serialized_lines",
+      "passed": true,
+      "detail": {
+        "questions": 120,
+        "documents": 155
+      }
+    }
+  ],
+  "audited_file_hashes": {
+    "questions.jsonl": "354bce3a46e00dafef9f1d256aed79c6f1f149d6e38260a53ef361138991d87f",
+    "documents.jsonl": "f6d20f892c92e8219fae6a8dab841affdd659cc395038a113a29739f3563005a",
+    "selection_report.md": "4139afb01c5ed4c72416ce92bdb9891a1dba84c013926acd8da684d027acf8a6",
+    "manifest.json": "97681f1d0693486a89a868cdaf2bb760a304d74eb476d8f04781a308a71eeec8"
+  },
+  "source_file_hashes": {
+    "MultiHopRAG.json": "03cfb4926461f868684903aadc8024447bdda5bb3f6804741424cce338515bff",
+    "corpus.json": "20b61b5ab84de84a927420c5d265b7ec8d859ae49980699958a787ade9e4d28f",
+    "pilot_questions.jsonl": "b22a9caf1e78ca217595346c869191d0ba130f8e8e870b6768476aaa81fe8cac",
+    "pilot_documents.jsonl": "d6bb4b74c5b17d80c68411c8d3874a1f3b9ce53bce2dddef1781292d3cb81ce0"
+  },
+  "limitations": [
+    "BM25 and leakage checks are lexical and model-free; semantic paraphrase leakage cannot be proven absent.",
+    "null_query has no gold evidence, so its source/date/category selection profile is lexical only.",
+    "The source corpus covers September through December 2023 and has native source/category imbalance."
+  ],
+  "forbidden_operations_performed": {
+    "generative_model_selection": false,
+    "pilot_metric_selection": false,
+    "lightrag_run": false,
+    "ollama_indexing": false,
+    "main_experiment_run": false
+  }
+}

corpus/selection_provenance/README.md

@@ -0,0 +1,5 @@
+# Selection provenance
+
+The two JSONL files in this directory record the earlier sample excluded when
+constructing the fixed 120-question dataset. They are inputs to the deterministic
+subset builder and are retained only to reproduce the final selection audit.

corpus/selection_provenance/pilot_questions.jsonl

@@ -0,0 +1,16 @@
+{"question_id":"mhq_ffc6e4a00ec5b636","question":"Which company, known for its dominance in the e-reader space and for offering exclusive invite-only deals during sales events, faced a stock decline due to an antitrust lawsuit reported by 'The Sydney Morning Herald' and discussed by sellers in a 'Cnbc | World Business News Leader' article?","question_type":"inference","gold_answer":"Amazon","answerable":true,"gold_urls":["https://www.smh.com.au/business/markets/asx-set-to-drop-as-wall-street-s-september-slump-deepens-20230927-p5e7v7.html?ref=rss&utm_medium=rss&utm_source=rss_business","https://www.wired.com/story/best-october-prime-day-deals-2023-5/","https://www.theverge.com/21539047/best-amazon-kindle-deals","https://www.cnbc.com/2023/10/06/amazon-sellers-sound-off-on-the-ftcs-long-overdue-antitrust-case.html"],"gold_document_ids":["mhd_5e35a051a03df040","mhd_6f388affbc74a371","mhd_b150386c13a31597","mhd_3f63287ba856792c"],"selection_rationale":"Четырёхдокументный entity-resolution кейс: Kindle/e-reader, invite-only Prime deals, падение акций после иска FTC и реакция продавцов сходятся на Amazon; один gold-документ особенно длинный.","question_sha256":"ffc6e4a00ec5b6361c47ea5a65e11adfa672d184d4f8f0d4a651b9e3b01ed463","source_file":"../MultiHop-RAG/MultiHopRAG.json","source_index":16,"source_question_type":"inference_query","source_fields":{"query":"Which company, known for its dominance in the e-reader space and for offering exclusive invite-only deals during sales events, faced a stock decline due to an antitrust lawsuit reported by 'The Sydney Morning Herald' and discussed by sellers in a 'Cnbc | World Business News Leader' article?","answer":"Amazon","question_type":"inference_query","evidence_list":[{"title":"ASX set to drop as Wall Street’s September slump deepens","author":"Stan Choe","url":"https://www.smh.com.au/business/markets/asx-set-to-drop-as-wall-street-s-september-slump-deepens-20230927-p5e7v7.html?ref=rss&utm_medium=rss&utm_source=rss_business","source":"The Sydney Morning Herald","category":"business","published_at":"2023-09-26T19:11:30+00:00","fact":"Amazon tumbled 4 per cent after the Federal Trade Commission and 17 state attorneys general filed an antitrust lawsuit against it."},{"title":"78 Absolute Best October Prime Day Deals (2023)","author":"Scott Gilbertson","url":"https://www.wired.com/story/best-october-prime-day-deals-2023-5/","source":"Wired","category":"technology","published_at":"2023-10-10T14:23:00+00:00","fact":"During Prime Day this past summer, Amazon introduced invite-only deals—a system to help make it easier for Prime members to access deals that are expected to sell out quickly—and the company brought it back for Prime Big Deal Days."},{"title":"Here are the best Kindle deals right now","author":"Sheena Vasani","url":"https://www.theverge.com/21539047/best-amazon-kindle-deals","source":"The Verge","category":"technology","published_at":"2023-10-16T21:40:46+00:00","fact":"Amazon, one of the pioneers of the e-reader, has dominated the space for years with its ever-expanding Kindle lineup, which consists of several unique models with their own pros and cons."},{"title":"Amazon sellers sound off on the FTC's 'long-overdue' antitrust case","author":null,"url":"https://www.cnbc.com/2023/10/06/amazon-sellers-sound-off-on-the-ftcs-long-overdue-antitrust-case.html","source":"Cnbc | World Business News Leader","category":"business","published_at":"2023-10-06T21:31:00+00:00","fact":"“Selling on Amazon is a life-changing opportunity and the amount of sellers that throw stones at the platform is astounding,” one user wrote."}]}}
+{"question_id":"mhq_01f65fd5d3b5ec66","question":"What company, recently scrutinized by European consumer groups for its ad-free subscription model's GDPR compliance and by EU regulators for content moderation during the Israel-Hamas war, also faces allegations of bias in suppressing Palestinian voices, as reported by TechCrunch?","question_type":"inference","gold_answer":"Meta","answerable":true,"gold_urls":["https://techcrunch.com/2023/11/29/beuc-cpc-meta-complaint/","https://techcrunch.com/2023/10/13/meta-israel-hamas-war-response/","https://techcrunch.com/2023/10/19/meta-instagram-palestine-israel-shadowban-censorship-moderation-bias/"],"gold_document_ids":["mhd_44ef3730ae7f55ea","mhd_22f16afb89e370a6","mhd_bb842b295903c1de"],"selection_rationale":"Три независимых аспекта Meta — GDPR и ad-free subscription, реакция на предупреждение EU во время Israel–Hamas war и обвинения в подавлении палестинских голосов — дают плотный cross-document кейс.","question_sha256":"01f65fd5d3b5ec6605c7e1d6342645f2330e5a7a41896638592134a9e7c8062a","source_file":"../MultiHop-RAG/MultiHopRAG.json","source_index":63,"source_question_type":"inference_query","source_fields":{"query":"What company, recently scrutinized by European consumer groups for its ad-free subscription model's GDPR compliance and by EU regulators for content moderation during the Israel-Hamas war, also faces allegations of bias in suppressing Palestinian voices, as reported by TechCrunch?","answer":"Meta","question_type":"inference_query","evidence_list":[{"title":"European consumer groups band together to fight Meta’s self-serving ad-free sub — branding it ‘unfair’ and ‘illegal’","author":"Natasha Lomas","url":"https://techcrunch.com/2023/11/29/beuc-cpc-meta-complaint/","source":"TechCrunch","category":"technology","published_at":"2023-11-30T05:00:57+00:00","fact":"“The company’s approach also raises concerns regarding the GDPR,” Pachl further noted."},{"title":"Meta says it’s prioritizing livestreaming checks during Israel-Hamas war","author":"Natasha Lomas","url":"https://techcrunch.com/2023/10/13/meta-israel-hamas-war-response/","source":"TechCrunch","category":"technology","published_at":"2023-10-13T12:43:45+00:00","fact":"Following a content moderation warning from European Union regulators earlier this week, Meta has published an overview of how its responding to risks on its social media platforms stemming from the Israel-Hamas war."},{"title":"Meta has a moderation bias problem, not just a ‘bug,’ that’s suppressing Palestinian voices","author":"Morgan Sung","url":"https://techcrunch.com/2023/10/19/meta-instagram-palestine-israel-shadowban-censorship-moderation-bias/","source":"TechCrunch","category":"technology","published_at":"2023-10-19T23:43:15+00:00","fact":"Al Saadi said that her frustration with Meta is common among Palestinians, both in occupied territories and across the diaspora."}]}}
+{"question_id":"mhq_fa0d93272f8ca96e","question":"Which global cryptocurrency exchange, reported by both TechCrunch and CNBC as the largest of its kind within 180 days of its June 2017 launch, withdrew a multi-billion dollar equivalent in assets from FTX and is still operational despite its CEO agreeing to step down following legal challenges?","question_type":"inference","gold_answer":"Binance","answerable":true,"gold_urls":["https://techcrunch.com/2023/10/01/ftx-lawsuit-timeline/","https://techcrunch.com/2023/11/21/binance-to-pay-4-3b-in-fines-and-ceo-cz-to-step-down-plead-guilty-to-anti-money-laundering-charges/","https://www.cnbc.com/2023/11/30/coinbase-jumps-in-november-as-ftx-binance-founders-brace-for-prison.html"],"gold_document_ids":["mhd_883e01bc82e19cf5","mhd_7b3619181fc8a2c0","mhd_656e63b31ca40730"],"selection_rationale":"Связывает запуск Binance, вывод BUSD/FTT из FTX и позднейший plea deal. Проверяет aliases CZ/Changpeng Zhao/Zhao и acronyms CEO, FTX, BUSD, FTT.","question_sha256":"fa0d93272f8ca96eb037b9567e71e2d185b816456190ce6b22221976dfde32f2","source_file":"../MultiHop-RAG/MultiHopRAG.json","source_index":135,"source_question_type":"inference_query","source_fields":{"query":"Which global cryptocurrency exchange, reported by both TechCrunch and CNBC as the largest of its kind within 180 days of its June 2017 launch, withdrew a multi-billion dollar equivalent in assets from FTX and is still operational despite its CEO agreeing to step down following legal challenges?","answer":"Binance","question_type":"inference_query","evidence_list":[{"title":"SBF’s trial starts soon, but how did he — and FTX — get here?","author":"Jacquelyn Melinek","url":"https://techcrunch.com/2023/10/01/ftx-lawsuit-timeline/","source":"TechCrunch","category":"technology","published_at":"2023-10-01T14:00:29+00:00","fact":"Around the same time it was exposed, the world’s largest crypto exchange, Binance, started pulling out its remaining $2.1 billion equivalent of cash in BUSD and FTT."},{"title":"Binance to pay $4.3B in fines and CEO ‘CZ’ to step down, plead guilty to anti-money laundering charges","author":"Jacquelyn Melinek","url":"https://techcrunch.com/2023/11/21/binance-to-pay-4-3b-in-fines-and-ceo-cz-to-step-down-plead-guilty-to-anti-money-laundering-charges/","source":"TechCrunch","category":"technology","published_at":"2023-11-21T17:34:32+00:00","fact":"Binance launched in June 2017 and within 180 days became the largest crypto exchange in the world."},{"title":"Coinbase rallies more than 60% in same month that FTX and Binance founders brace for prison","author":null,"url":"https://www.cnbc.com/2023/11/30/coinbase-jumps-in-november-as-ftx-binance-founders-brace-for-prison.html","source":"Cnbc | World Business News Leader","category":"business","published_at":"2023-11-30T21:08:00+00:00","fact":"Unlike FTX, which filed for bankruptcy in late 2022, Binance is still standing, though now without Zhao, who agreed to step down as CEO as part of the plea deal."}]}}
+{"question_id":"mhq_c0209d34d3a8e6df","question":"What organization, founded in late 2015 and reported on by 'The Age', is also the subject of a 'TechCrunch' article discussing the launch of GPT-4 with vision and the GPT-4 Turbo API?","question_type":"inference","gold_answer":"OpenAI","answerable":true,"gold_urls":["https://www.theage.com.au/business/entrepreneurship/how-ego-and-fear-fuelled-the-rise-of-artificial-intelligence-20231205-p5ep7j.html?ref=rss&utm_medium=rss&utm_source=rss_business","https://techcrunch.com/2023/09/28/chatgpt-everything-to-know-about-the-ai-chatbot/"],"gold_document_ids":["mhd_a0ca9f6399e72e19","mhd_3ff71c50cb02cf99"],"selection_rationale":"Два очень длинных cross-source документа связывают основание OpenAI в конце 2015 года с запуском GPT-4 with vision и GPT-4 Turbo API.","question_sha256":"c0209d34d3a8e6df73f84d201d121b062e5cab728304cb2a0ac35c1e1daf9569","source_file":"../MultiHop-RAG/MultiHopRAG.json","source_index":1394,"source_question_type":"inference_query","source_fields":{"query":"What organization, founded in late 2015 and reported on by 'The Age', is also the subject of a 'TechCrunch' article discussing the launch of GPT-4 with vision and the GPT-4 Turbo API?","answer":"OpenAI","question_type":"inference_query","evidence_list":[{"title":"How ego and fear fuelled the rise of artificial intelligence","author":"Cade Metz, Karen Weise, Nico Grant and Mike Isaac","url":"https://www.theage.com.au/business/entrepreneurship/how-ego-and-fear-fuelled-the-rise-of-artificial-intelligence-20231205-p5ep7j.html?ref=rss&utm_medium=rss&utm_source=rss_business","source":"The Age","category":"business","published_at":"2023-12-09T18:30:00+00:00","fact":"OpenAI was founded in late 2015, just a few months after he met with Altman at the Rosewood hotel in Silicon Valley."},{"title":"ChatGPT: Everything you need to know about the AI-powered chatbot","author":"Alyssa Stringer","url":"https://techcrunch.com/2023/09/28/chatgpt-everything-to-know-about-the-ai-chatbot/","source":"TechCrunch","category":"technology","published_at":"2023-09-28T20:03:39+00:00","fact":"OpenAI announced that GPT-4 with vision will become available alongside the upcoming launch of GPT-4 Turbo API."}]}}
+{"question_id":"mhq_6b700060c59662ae","question":"Do the articles from Fortune and Science News For Students both agree that scientists have successfully created quantum dots in a lab, and do they both suggest that the properties of these quantum dots can be altered without changing their molecular composition?","question_type":"comparison","gold_answer":"Yes","answerable":true,"gold_urls":["https://fortune.com/2023/10/04/nobel-prize-winner-shocked-phone-call-sweden-columbia-professor-chemistry/","https://www.snexplores.org/article/quantum-dots-technology-2023-nobel-prize-chemistry"],"gold_document_ids":["mhd_1d4bcd7e48c7343a","mhd_080c8f6f223cf37c"],"selection_rationale":"Чистое cross-document сравнение: лабораторное создание quantum dots и изменение их свойств при одинаковом молекулярном составе за счёт размера.","question_sha256":"6b700060c59662aed2a92d4659d9117e863de3bba294294e629933c6641b3833","source_file":"../MultiHop-RAG/MultiHopRAG.json","source_index":105,"source_question_type":"comparison_query","source_fields":{"query":"Do the articles from Fortune and Science News For Students both agree that scientists have successfully created quantum dots in a lab, and do they both suggest that the properties of these quantum dots can be altered without changing their molecular composition?","answer":"Yes","question_type":"comparison_query","evidence_list":[{"title":"Nobel Prize winner shocked by early morning phone call from Sweden: 'It was ringing during the night, but I didn’t answer it because I’m trying to get some sleep, basically'","author":"David Keyton, Christina Larson, Rodrique Ngowi, The Associated Press","url":"https://fortune.com/2023/10/04/nobel-prize-winner-shocked-phone-call-sweden-columbia-professor-chemistry/","source":"Fortune","category":"business","published_at":"2023-10-04T21:15:43+00:00","fact":"But it wasn’t until several decades later that scientists could manufacture quantum dots in a lab."},{"title":"Creation of quantum dots wins 2023 chemistry Nobel","author":"Tina Hesman Saey","url":"https://www.snexplores.org/article/quantum-dots-technology-2023-nobel-prize-chemistry","source":"Science News For Students","category":"science","published_at":"2023-10-04T21:11:57+00:00","fact":"They can contain the same molecules yet have different colors and other qualities depending on their size."}]}}
+{"question_id":"mhq_3e0275c3f0688829","question":"Did the Sporting News article report a higher batting average for Jung Hoo Lee in 2022 than Yardbarker reported for Juan Soto in the year referenced?","question_type":"comparison","gold_answer":"Yes","answerable":true,"gold_urls":["https://www.sportingnews.com/us/mlb/news/mlb-winter-meetings-news-signings-trades-2023-free-agency/b6561c0450fe40cdfd39860e","https://www.yardbarker.com/mlb/articles/top_25_mlb_offseason_trade_candidates/s1_13237_39530247"],"gold_document_ids":["mhd_20710dbbfc4b67d4","mhd_081fa6a837672c9b"],"selection_rationale":"Однозначное числовое сравнение batting averages .349 и .275 в двух длинных MLB-документах, насы��енных похожими статистиками и именами.","question_sha256":"3e0275c3f068882963089610741b8182808e82327904d27e903c38913286aace","source_file":"../MultiHop-RAG/MultiHopRAG.json","source_index":398,"source_question_type":"comparison_query","source_fields":{"query":"Did the Sporting News article report a higher batting average for Jung Hoo Lee in 2022 than Yardbarker reported for Juan Soto in the year referenced?","answer":"Yes","question_type":"comparison_query","evidence_list":[{"title":"MLB Winter Meetings tracker: Live updates on news, rumors, signings and trades for 2023 free agency","author":"Edward Sutelan","url":"https://www.sportingnews.com/us/mlb/news/mlb-winter-meetings-news-signings-trades-2023-free-agency/b6561c0450fe40cdfd39860e","source":"Sporting News","category":"sports","published_at":"2023-12-03T23:24:00+00:00","fact":"Lee was hampered by injury in 2023 but slashed .349/.421/.575 in 2022 with 36 doubles, 10 triples and a career-best 23 home runs."},{"title":"Top 25 MLB offseason trade candidates","author":"Anthony Franco, MLB Trade Rumors","url":"https://www.yardbarker.com/mlb/articles/top_25_mlb_offseason_trade_candidates/s1_13237_39530247","source":"Yardbarker","category":"sports","published_at":"2023-11-13T23:16:32+00:00","fact":"Soto overcame a relatively slow start (by his standards) to hit .275/.410/.519 with 35 home runs this year."}]}}
+{"question_id":"mhq_8e41ee0a398797a0","question":"Does the TechCrunch article on the EU's warning to X (formerly Twitter) for illegal content and disinformation agree with the TechCrunch article on the EU's analysis of X's role in spreading disinformation regarding the European Union's stance on the platform's dissemination of false information?","question_type":"comparison","gold_answer":"Yes","answerable":true,"gold_urls":["https://techcrunch.com/2023/10/10/eu-dsa-warning-elon-musk-x/","https://techcrunch.com/2023/09/26/x-failing-eu-disinformation/"],"gold_document_ids":["mhd_442abf982e43a246","mhd_fcd2998e6d794cd5"],"selection_rationale":"Сопоставляет предупреждение и более ранний анализ позиции EU по дезинформации; явно проверяет alias X (formerly Twitter) и EU/Commission.","question_sha256":"8e41ee0a398797a0344b9523dedf5e4a0ba3e399a90a780ef634430ef1da259f","source_file":"../MultiHop-RAG/MultiHopRAG.json","source_index":427,"source_question_type":"comparison_query","source_fields":{"query":"Does the TechCrunch article on the EU's warning to X (formerly Twitter) for illegal content and disinformation agree with the TechCrunch article on the EU's analysis of X's role in spreading disinformation regarding the European Union's stance on the platform's dissemination of false information?","answer":"Yes","question_type":"comparison_query","evidence_list":[{"title":"EU fires urgent warning at Elon Musk’s X over illegal content and disinformation following Hamas attacks","author":"Natasha Lomas","url":"https://techcrunch.com/2023/10/10/eu-dsa-warning-elon-musk-x/","source":"TechCrunch","category":"technology","published_at":"2023-10-10T23:47:38+00:00","fact":"A number of videos posted to X since the attacks have been identified as entirely unrelated to the conflict — including footage that was filmed last month in Egypt and even a clip from a video game that had been posted to the platform with a (false) claim it showed Hamas missile attacks on Israel."},{"title":"X (formerly Twitter) is worst for disinformation, per EU analysis","author":"Natasha Lomas","url":"https://techcrunch.com/2023/09/26/x-failing-eu-disinformation/","source":"TechCrunch","category":"technology","published_at":"2023-09-26T13:02:43+00:00","fact":"We’ve reached out to the Commission with questions about how it plans to respond to this latest analysis of X’s role in spreading disinformation."}]}}
+{"question_id":"mhq_e283bab6951037fc","question":"Does the article from The Verge discussing the Microsoft Elite Series 2 “Core” version mention a reduction in features compared to the standard model, and does the article from The Verge on MacBook Pros indicate a reduction in prices for the new models?","question_type":"comparison","gold_answer":"Yes","answerable":true,"gold_urls":["https://www.theverge.com/23025443/best-xbox-controllers-one-series-x-s","https://www.theverge.com/22399419/apple-macbook-air-pro-mac-mini-imac-deals"],"gold_document_ids":["mhd_a0aa0922e7a29344","mhd_6df4c083b7966078"],"selection_rationale":"Сравнивает два вида reduction в похожем техно-контексте: урезанные аксессуары Xbox Elite Series 2 Core и скидки на новые MacBook Pro.","question_sha256":"e283bab6951037fc7f8c02b3912d857e9e7e26b137130f956e305b769e406439","source_file":"../MultiHop-RAG/MultiHopRAG.json","source_index":760,"source_question_type":"comparison_query","source_fields":{"query":"Does the article from The Verge discussing the Microsoft Elite Series 2 “Core” version mention a reduction in features compared to the standard model, and does the article from The Verge on MacBook Pros indicate a reduction in prices for the new models?","answer":"Yes","question_type":"comparison_query","evidence_list":[{"title":"The best Xbox controller to buy right now","author":"Antonio G. Di Benedetto","url":"https://www.theverge.com/23025443/best-xbox-controllers-one-series-x-s","source":"The Verge","category":"technology","published_at":"2023-11-21T20:04:33+00:00","fact":"Microsoft also has a stripped-down Elite Series 2 “Core” version for $129.99, which is the same controller in white-and-black, red-and-black, or blue-and-black finishes without the rear paddles, accessory charging case, or extra stick toppers and D-pad."},{"title":"The best deals on MacBooks right now","author":"Antonio G. Di Benedetto","url":"https://www.theverge.com/22399419/apple-macbook-air-pro-mac-mini-imac-deals","source":"The Verge","category":"technology","published_at":"2023-10-26T18:17:19+00:00","fact":"While these models are still quite new, versions that actual humans buy have begun receiving discounts."}]}}
+{"question_id":"mhq_a065ae3443476e8c","question":"After the TechCrunch report on October 7, 2023, concerning Dave Clark's comments on Flexport, and the subsequent TechCrunch article on October 30, 2023, regarding Ryan Petersen's actions at Flexport, was there a change in the nature of the events reported?","question_type":"temporal","gold_answer":"Yes","answerable":true,"gold_urls":["https://techcrunch.com/2023/10/07/sam-altman-backs-a-teens-startup-google-unveils-the-pixel-8-and-tiktok-tests-an-ad-free-tier/","https://techcrunch.com/2023/10/30/cruise-hits-the-brakes-on-driverless-uaw-makes-progress-and-more-ev-backpedaling/"],"gold_document_ids":["mhd_eb046c4ddbd31a8f","mhd_f30e2f731a653070"],"selection_rationale":"Temporal sequence внутри Flexport: публичные комментарии Dave Clark сменяются последующими действиями Ryan Petersen по сокращению расходов.","question_sha256":"a065ae3443476e8c5971c0952ae0348ba0c17fa8530a5c8650dc9abc36688be7","source_file":"../MultiHop-RAG/MultiHopRAG.json","source_index":12,"source_question_type":"temporal_query","source_fields":{"query":"After the TechCrunch report on October 7, 2023, concerning Dave Clark's comments on Flexport, and the subsequent TechCrunch article on October 30, 2023, regarding Ryan Petersen's actions at Flexport, was there a change in the nature of the events reported?","answer":"Yes","question_type":"temporal_query","evidence_list":[{"title":"Sam Altman backs teens’ startup, Google unveils the Pixel 8 and TikTok tests an ad-free tier","author":"Kyle Wiggers","url":"https://techcrunch.com/2023/10/07/sam-altman-backs-a-teens-startup-google-unveils-the-pixel-8-and-tiktok-tests-an-ad-free-tier/","source":"TechCrunch","category":"technology","published_at":"2023-10-07T20:15:26+00:00","fact":"Turmoil at Flexport: Dave Clark, the former Amazon executive who was ousted as CEO of Flexport just a year into the job, fired back at its founder and board, calling recent reporting on the logistics company “deeply concerning.” Clark made the comments Monday in a lengthy post on social media site X following a report from CNBC that provided new information about his last days at Flexport, a freight forwarding and customs brokerage startup valued at $8 billion."},{"title":"Cruise hits the brakes on driverless, UAW makes progress and more EV backpedaling","author":"Kirsten Korosec","url":"https://techcrunch.com/2023/10/30/cruise-hits-the-brakes-on-driverless-uaw-makes-progress-and-more-ev-backpedaling/","source":"TechCrunch","category":"technology","published_at":"2023-10-30T10:15:24+00:00","fact":"Petersen has spent the past month cutting costs, including laying off about 20% of its workers, or about 600 people."}]}}
+{"question_id":"mhq_ad9bd608f0038dbd","question":"Did TechCrunch report on DeepMind's expected release of a next-generation chatbot named Gemini before TechCrunch reported that Google released only a \"lite\" version of the Gemini model known as Gemini Pro?","question_type":"temporal","gold_answer":"Yes","answerable":true,"gold_urls":["https://techcrunch.com/2023/11/30/one-year-later-chatgpt-is-still-alive-and-kicking/","https://techcrunch.com/2023/12/09/google-fakes-an-ai-demo-grand-theft-auto-vi-goes-viral-and-spotify-cuts-jobs/"],"gold_document_ids":["mhd_13f1b1985d66c6db","mhd_b22fd1d97914c453"],"selection_rationale":"Ожидаемый релиз DeepMind Gemini сопоставляется с более поздним частичным релизом Gemini Pro вместо Gemini Ultra; важны версии и порядок событий.","question_sha256":"ad9bd608f0038dbd7b9e6e3a47b73bc052c0b6ae09ec5df97927a19d120c5a58","source_file":"../MultiHop-RAG/MultiHopRAG.json","source_index":825,"source_question_type":"temporal_query","source_fields":{"query":"Did TechCrunch report on DeepMind's expected release of a next-generation chatbot named Gemini before TechCrunch reported that Google released only a \"lite\" version of the Gemini model known as Gemini Pro?","answer":"Yes","question_type":"temporal_query","evidence_list":[{"title":"One year later, ChatGPT is still alive and kicking","author":"Kyle Wiggers","url":"https://techcrunch.com/2023/11/30/one-year-later-chatgpt-is-still-alive-and-kicking/","source":"TechCrunch","category":"technology","published_at":"2023-11-30T14:10:43+00:00","fact":"DeepMind, Google’s premier AI research lab, is expected to debut a next-gen chatbot, Gemini, before the end of the year."},{"title":"Google fakes an AI demo, Grand Theft Auto VI goes viral and Spotify cuts jobs","author":"Kyle Wiggers","url":"https://techcrunch.com/2023/12/09/google-fakes-an-ai-demo-grand-theft-auto-vi-goes-viral-and-spotify-cuts-jobs/","source":"TechCrunch","category":"technology","published_at":"2023-12-09T21:16:17+00:00","fact":"But it didn’t release the full model, Gemini Ultra — only a “lite” version called Gemini Pro."}]}}
+{"question_id":"mhq_0fb5fdf6ee283797","question":"Did Engadget report on the Bluetooth functionality improvements in the Steam Deck OLED before Polygon discussed the Bluetooth connectivity of the Microsoft Xbox controller?","question_type":"temporal","gold_answer":"Yes","answerable":true,"gold_urls":["https://www.engadget.com/steam-deck-oled-review-its-just-better-180038030.html?src=rss","https://www.polygon.com/what-to-buy/23658092/best-controllers-pc-gaming"],"gold_document_ids":["mhd_a9a879368f2a59e1","mhd_deb86587eb3d1870"],"selection_rationale":"Чистый publication-order кейс: Engadget о Bluetooth 5.3 в Steam Deck OLED опубликован раньше Polygon о Bluetooth у Xbox controller.","question_sha256":"0fb5fdf6ee283797f737fa3d86bebcc1808e7ebded882c37fc447fc318a6d981","source_file":"../MultiHop-RAG/MultiHopRAG.json","source_index":892,"source_question_type":"temporal_query","source_fields":{"query":"Did Engadget report on the Bluetooth functionality improvements in the Steam Deck OLED before Polygon discussed the Bluetooth connectivity of the Microsoft Xbox controller?","answer":"Yes","question_type":"temporal_query","evidence_list":[{"title":"Steam Deck OLED review: It's just better","author":"Jessica Conditt","url":"https://www.engadget.com/steam-deck-oled-review-its-just-better-180038030.html?src=rss","source":"Engadget","category":"technology","published_at":"2023-11-09T18:00:38+00:00","fact":"The device uses Bluetooth 5.3 and adds a dedicated antenna, which should improve functionality when using Wi-Fi and Bluetooth at the same time."},{"title":"The best controllers for PC gaming","author":"Cameron Faulkner","url":"https://www.polygon.com/what-to-buy/23658092/best-controllers-pc-gaming","source":"Polygon","category":"entertainment","published_at":"2023-11-17T13:15:48+00:00","fact":"So, whether you have a phone or tablet, this controller can easily connect via Bluetooth."}]}}
+{"question_id":"mhq_aec1f5507ba37b5e","question":"Between the Sporting News report on Shohei Ohtani's MLB future published on November 27, 2023, and The New York Times report on Shohei Ohtani's deal with the Dodgers published on December 9, 2023, was there a change in the reporting of Ohtani's free agency status?","question_type":"temporal","gold_answer":"Yes","answerable":true,"gold_urls":["https://theathletic.com/5106526/2023/12/09/shohei-ohtani-signs/","https://www.sportingnews.com/us/mlb/news/shohei-ohtani-rumors-tracker-latest-news-updates-free-agent/6593aa54c999febe209052e3"],"gold_document_ids":["mhd_8313e0341d1678ae","mhd_b14c7cbcdbf7fb4a"],"selection_rationale":"Ясная смена состояния события: Shohei Ohtani проходит путь от слухов и free agency до подтверждённого контракта с Dodgers на $700 млн.","question_sha256":"aec1f5507ba37b5e18642ef6ea7cfa4a35cbe946c9ba7f590a6bd7a365009f90","source_file":"../MultiHop-RAG/MultiHopRAG.json","source_index":1563,"source_question_type":"temporal_query","source_fields":{"query":"Between the Sporting News report on Shohei Ohtani's MLB future published on November 27, 2023, and The New York Times report on Shohei Ohtani's deal with the Dodgers published on December 9, 2023, was there a change in the reporting of Ohtani's free agency status?","answer":"Yes","question_type":"temporal_query","evidence_list":[{"title":"M.L.B. Superstar Shohei Ohtani to Sign $700 Million Deal With Dodgers","author":"The New York Times","url":"https://theathletic.com/5106526/2023/12/09/shohei-ohtani-signs/","source":"The New York Times","category":"sports","published_at":"2023-12-09T22:04:02+00:00","fact":"When he entered free agency, a dozen teams lined up, curious to see if they could meet his eye."},{"title":"Shohei Ohtani rumors tracker: Latest news, updates on free agent's MLB future","author":"Ryan Fagan","url":"https://www.sportingnews.com/us/mlb/news/shohei-ohtani-rumors-tracker-latest-news-updates-free-agent/6593aa54c999febe209052e3","source":"Sporting News","category":"sports","published_at":"2023-11-27T21:20:11+00:00","fact":"An agreement at the winter meetings in Nashville the first week of December would be the ideal outcome for MLB, but not necessarily for Ohtani."}]}}
+{"question_id":"mhq_2e245ce1ee9a84ec","question":"Considering the features highlighted in an article from The Verge and the sales performance discussed in a report by Bloomberg, which model of the iPhone 14 series, specifically mentioned as having a larger display than its predecessor in The Verge and noted for unexpectedly low consumer demand in Bloomberg, is identified by a single alphanumeric character?","question_type":"unanswerable","gold_answer":"Insufficient information.","answerable":false,"gold_urls":[],"gold_document_ids":[],"selection_rationale":"Тематически релевантный null_query: в pilot есть iPhone 14 deals, но нет требуемой связки The Verge larger-display и Bloomberg low-demand evidence.","question_sha256":"2e245ce1ee9a84ec21c3e828e10f1520ae8906e59dc1d1a986a366d90a326dea","source_file":"../MultiHop-RAG/MultiHopRAG.json","source_index":163,"source_question_type":"null_query","source_fields":{"query":"Considering the features highlighted in an article from The Verge and the sales performance discussed in a report by Bloomberg, which model of the iPhone 14 series, specifically mentioned as having a larger display than its predecessor in The Verge and noted for unexpectedly low consumer demand in Bloomberg, is identified by a single alphanumeric character?","answer":"Insufficient information.","question_type":"null_query","evidence_list":[]}}
+{"question_id":"mhq_f11ebf28036d2c9c","question":"Considering the information from an article by Variety and another by The Hollywood Reporter on Teenage Mutant Ninja Turtles: Mutant Mayhem, which character is voiced by an actor who has previously starred in a superhero film as mentioned by Variety and is also noted by The Hollywood Reporter to have a significant new character arc in this latest installment?","question_type":"unanswerable","gold_answer":"Insufficient information.","answerable":false,"gold_urls":[],"gold_document_ids":[],"selection_rationale":"Тематически релевантный null_query: документы обсуждают TMNT: Mutant Mayhem и cast, но не соединяют Variety superhero credit с THR character arc.","question_sha256":"f11ebf28036d2c9c082a14a927928fe4bd66ae0c2a44c946c93eab91dd3dd910","source_file":"../MultiHop-RAG/MultiHopRAG.json","source_index":224,"source_question_type":"null_query","source_fields":{"query":"Considering the information from an article by Variety and another by The Hollywood Reporter on Teenage Mutant Ninja Turtles: Mutant Mayhem, which character is voiced by an actor who has previously starred in a superhero film as mentioned by Variety and is also noted by The Hollywood Reporter to have a significant new character arc in this latest installment?","answer":"Insufficient information.","question_type":"null_query","evidence_list":[]}}
+{"question_id":"mhq_5a9aecca8128d8d4","question":"Considering the information from a Bloomberg article discussing BHP Group's financial performance in the last quarter and a Reuters report on BHP Group's recent sustainability initiatives, which single letter symbol represents the stock ticker for BHP Group on the New York Stock Exchange?","question_type":"unanswerable","gold_answer":"Insufficient information.","answerable":false,"gold_urls":[],"gold_document_ids":[],"selection_rationale":"Тематически релевантный null_query: BHP встречается в рыночной сводке, но отсутствуют Reuters sustainability evidence и подтверждение NYSE ticker.","question_sha256":"5a9aecca8128d8d4fb6cbe1ebc906637956424d8e911c6b03f3ca55a8d09bc6d","source_file":"../MultiHop-RAG/MultiHopRAG.json","source_index":284,"source_question_type":"null_query","source_fields":{"query":"Considering the information from a Bloomberg article discussing BHP Group's financial performance in the last quarter and a Reuters report on BHP Group's recent sustainability initiatives, which single letter symbol represents the stock ticker for BHP Group on the New York Stock Exchange?","answer":"Insufficient information.","question_type":"null_query","evidence_list":[]}}
+{"question_id":"mhq_abf332341086050a","question":"Considering the information from a New York Times article detailing the launch date of Gemini Ultra and a Forbes report on the projected market share increase for Gemini Ultra's manufacturer after its release, which month is both the expected launch time for Gemini Ultra and the period predicted for the manufacturer's market share growth?","question_type":"unanswerable","gold_answer":"Insufficient information.","answerable":false,"gold_urls":[],"gold_document_ids":[],"selection_rationale":"Тематически релевантный null_query: Gemini Pro/Ultra присутствуют, но нет пары точный месяц запуска + Forbes market-share projection.","question_sha256":"abf332341086050a53fcd1769fd0002e82a4828d77be2af22a423fb5178e9656","source_file":"../MultiHop-RAG/MultiHopRAG.json","source_index":291,"source_question_type":"null_query","source_fields":{"query":"Considering the information from a New York Times article detailing the launch date of Gemini Ultra and a Forbes report on the projected market share increase for Gemini Ultra's manufacturer after its release, which month is both the expected launch time for Gemini Ultra and the period predicted for the manufacturer's market share growth?","answer":"Insufficient information.","question_type":"null_query","evidence_list":[]}}

corpus/selection_report.md

@@ -0,0 +1,164 @@
+# MultiHop-RAG subset selection report: multihoprag_120
+
+## Result
+
+The immutable subset contains **120 questions** (inference_query=30, comparison_query=30, temporal_query=30, null_query=30), **125 unique gold documents**, and **30 additional hard-negative documents**. The final corpus has **155 documents**.
+
+Selection uses `seed = 42` only for SHA-256-based stable tie breaking. It does not inspect pilot/model outputs or metrics. The 16 pilot question IDs are a blocklist and are not otherwise scored.
+
+## Deterministic question selection
+
+For each of the four source types, exactly 30 questions are selected. Evidence-count quotas are as even as possible across the counts supported by that type: inference 2/3/4, comparison 2/3, temporal 2/3, and null 0. Questions with repeated evidence URLs are ineligible because the experiment requires 2–4 unique gold URLs.
+
+The greedy objective has a soft target of **125 unique gold documents** so that the requested hard negatives lead toward a corpus near 155. No gold URL is ever dropped. A gold document may support at most 3 selected questions before a deterministic relaxation is allowed. The objective then minimizes concentration by document, evidence source, category, publication month, body-length tertile, full-dataset reuse bin, and rare lexical topic signatures.
+
+Evidence-count distribution:
+
+- `inference_query`: 2 docs → 10 questions, 3 docs → 10 questions, 4 docs → 10 questions
+- `comparison_query`: 2 docs → 15 questions, 3 docs → 15 questions
+- `temporal_query`: 2 docs → 15 questions, 3 docs → 15 questions
+- `null_query`: 0 docs → 30 questions
+
+Selected gold-document reuse:
+
+- Maximum selected-question uses of one gold document: **3**.
+- Reuse histogram (uses → documents): `{"1": 46, "2": 43, "3": 36}`.
+
+## Stratification distributions
+
+Sources below count evidence occurrences; a multi-hop question contributes once for each gold document.
+
+| Evidence source | Count |
+|---|---:|
+| TechCrunch | 33 |
+| Sporting News | 29 |
+| The Verge | 19 |
+| The Independent - Life and Style | 17 |
+| Polygon | 13 |
+| The Guardian | 12 |
+| Fortune | 11 |
+| The Age | 11 |
+| The Sydney Morning Herald | 11 |
+| CBSSports.com | 10 |
+| Music Business Worldwide | 7 |
+| Cnbc \| World Business News Leader | 6 |
+| Engadget | 6 |
+| Live Science: The Most Interesting Articles | 5 |
+| The New York Times | 5 |
+| FOX News - Health | 4 |
+| Advanced Science News | 3 |
+| Business Today \| Latest Stock Market And Economy News India | 3 |
+| FOX News - Lifestyle | 3 |
+| Globes English \| Israel Business Arena | 3 |
+| Sky Sports | 3 |
+| The Roar \| Sports Writers Blog | 3 |
+| Yardbarker | 3 |
+| BBC News - Entertainment & Arts | 2 |
+| Business Line | 2 |
+| Hacker News | 2 |
+| Mashable | 2 |
+| Science News For Students | 2 |
+| The Independent - Sports | 2 |
+| Yahoo News | 2 |
+| Zee Business | 2 |
+| BBC News - Technology | 1 |
+| Business World | 1 |
+| The Independent - Travel | 1 |
+| Wired | 1 |
+
+| Evidence category | Count |
+|---|---:|
+| sports | 65 |
+| technology | 62 |
+| business | 53 |
+| entertainment | 43 |
+| science | 13 |
+| health | 4 |
+
+| Publication month | Count |
+|---|---:|
+| 2023-10 | 90 |
+| 2023-11 | 65 |
+| 2023-12 | 52 |
+| 2023-09 | 33 |
+
+| Body-length tertile | Count |
+|---|---:|
+| medium | 86 |
+| long | 79 |
+| short | 75 |
+
+Full-dataset evidence-document reuse bins:
+
+| Full-dataset uses | Count |
+|---|---:|
+| 10-49 | 97 |
+| 3-9 | 69 |
+| 50+ | 39 |
+| 1-2 | 35 |
+
+For `null_query`, source/category/date/evidence-length stratification is not defined because `evidence_list` is empty. A deterministic top-BM25 corpus document is used only as a selection profile; it is not relabeled as gold evidence.
+
+## Hard-negative method and audit
+
+A local BM25 index over `title + body` selects exactly **30** documents outside the global selected-gold union. The query side uses the original question plus its evidence titles (when present). A seeded greedy facility-location objective maximizes normalized lexical coverage across all selected questions while applying source/category caps. Every selected question is mapped to at least one of the hard negatives.
+
+For every mapped question/document pair, the audit verifies exact gold exclusion, absence of the complete set of exact evidence facts, and absence of the normalized exact full answer (generic answers such as Yes/No and the null sentinel are not treated as answer strings).
+
+| Corpus index | Title | Source | Category | Linked QA source indices | Eligible BM25 rank range |
+|---:|---|---|---|---|---:|
+| 13 | Manchester United face Galatasaray with high hopes but bad memories | The Guardian | sports | 335, 2497, 2102 | 2–2 |
+| 16 | How to choose the best class for you in Baldur’s Gate 3 | Polygon | entertainment | 2316, 1360 | 1–1 |
+| 43 | Founders, are events useful? | TechCrunch | technology | 716, 1008, 375, 2208, 225 | 1–10 |
+| 99 | How OpenAI's ChatGPT has changed the world in just a year | Engadget | technology | 402, 446, 1796 | 1–2 |
+| 101 | Chelsea secure last-eight spot after Raheem Sterling sinks Blackburn | The Guardian | sports | 1572, 2210 | 1–1 |
+| 121 | In the end, the FTX trial was about the friends screwed along the way | The Verge | technology | 1129, 1893, 777, 2265, 1771 | 1–3 |
+| 133 | ICC World Cup 2023: India at Cricket World Cup semi-finals so far | Zee Business | business | 1148, 281, 1312 | 1–11 |
+| 139 | Patterns of Surface Warming Matter for Climate Sensitivity | Eos: Earth And Space Science News | science | 89, 2353 | 1–2 |
+| 163 | Mayo Clinic sees AI as 'transformative force' in health care, appoints Dr. Bhavik Patel as chief AI officer | FOX News - Health | health | 708, 2252, 1917 | 1–3 |
+| 165 | The Halloween Countdown: 31 days of horror to watch | Polygon | entertainment | 1198, 49, 300, 2401, 2517 | 1–12 |
+| 194 | Potential Conor McGregor Fight Could Help Canelo Alvarez Come a Step Closer to Surpass Floyd Mayweather’s Net Worth and His Billionaire Status | Essentially Sports | sports | 2082 | 1–1 |
+| 198 | Fantasy Football RB Rankings Week 14: Who to start, best sleepers at running back | Sporting News | sports | 617, 1392, 2095, 1754, 2536, 220, 1784, 2372 | 1–19 |
+| 222 | The 53 best Black Friday deals we could find at Amazon, Walmart, Target and more | Engadget | technology | 912, 1680, 1747, 2245, 652, 684, 1676 | 3–11 |
+| 239 | Merck, Novo Nordisk, Gilead, Biogen and more: Here are the investment opportunities in global Big Pharma | Business Line | business | 891, 1684 | 1–1 |
+| 257 | Taylor Swift's 1989: The stories behind her biggest album | BBC News - Entertainment & Arts | entertainment | 1855, 1172, 1833, 205, 1940 | 1–11 |
+| 300 | Liverpool vs Everton begins epic Saturday with World Cup semi-final as well as Chelsea vs Arsenal – and it could end with a bang | TalkSport | sports | 1148 | 4–4 |
+| 313 | Sweeping White House AI executive order takes aim at the technology's toughest challenges | Engadget | technology | 720, 969, 2121, 528 | 2–12 |
+| 326 | Northern Lights: Here are the best tips to help you spot the stunning display in the US and abroad | FOX News - Lifestyle | entertainment | 1645 | 1–1 |
+| 352 | European roundup: Bellingham helps Real Madrid go top while Bayern draw | The Guardian | sports | 565, 2217, 159, 501 | 1–19 |
+| 355 | Epic v. Google, explained | The Verge | technology | 131, 1095, 1362, 2407, 181, 677 | 1–8 |
+| 368 | The Best NBA Betting Sites and Apps for the 2023-24 Season | Sporting News | sports | 190, 2511, 21, 57, 1973 | 1–1 |
+| 386 | Monday Night Football DraftKings Picks: NFL DFS lineup advice for Week 15 Eagles-Seahawks Showdown tournaments | Sporting News | sports | 706, 1978, 2460, 2525 | 1–11 |
+| 418 | Fundamental Investing: The Art of Relative Valuation | Business Line | business | 1, 1472, 2116, 2022, 2408 | 1–21 |
+| 438 | Manchester divided as ten Hag pressure mounts after United Hammered, Ange-ball pays off again as Spurs sink Everton | The Roar \| Sports Writers Blog | sports | 74, 659, 2376 | 1–8 |
+| 485 | ASX set to rise ahead of inflation report after big tech lifts Wall Street | The Sydney Morning Herald | business | 138, 1962, 406, 1189, 456, 496 | 1–3 |
+| 536 | The inside story of Dave Clark's tumultuous last days at Flexport | Cnbc \| World Business News Leader | business | 1117, 1648, 110, 139, 576, 1335, 1718, 2255 | 1–6 |
+| 539 | CEO David Baszucki’s mission to make Roblox a billion-player platform | The Verge | technology | 1740, 2312, 884, 1732 | 1–9 |
+| 545 | Can anyone survive Fortnite as a job? | Polygon | entertainment | 325, 2225, 1363 | 1–3 |
+| 559 | Travis Kelce admits the NFL is overdoing it with their Taylor Swift coverage | The Independent - Life and Style | entertainment | 67, 965, 95, 2371, 2370 | 2–5 |
+| 598 | Palestine’s growing tech industry has been literally blown apart by Israel’s war on Hamas | TechCrunch | technology | 297, 475, 1547, 1767, 2278, 1954 | 1–5 |
+
+## Pilot isolation and overlap
+
+- Question overlap with pilot: **0**.
+- Document overlap with pilot: **17** (14 gold, 3 hard negative in this subset).
+- Pilot questions, pilot artifacts, and pilot results were not modified.
+
+## Deterministic relaxations
+
+- None. Base document/source/category caps were sufficient.
+
+## Integrity and reproducibility
+
+- Question and document IDs use the exact pilot formulas.
+- Exact source query/body strings and all decoded source fields, including JSON nulls, are preserved.
+- The manifest records source-file, content, source-record, exact JSONL-line, and output-file SHA-256 values.
+- Re-running the builder with identical parameters either produces byte-identical artifacts or reports the existing immutable subset as unchanged.
+- No chunking, LightRAG/Ollama indexing, model inference, or experiment execution is performed.
+
+## Limitations
+
+- The source corpus itself is imbalanced and covers only September–December 2023; stratification cannot create unavailable source/date coverage.
+- Entity/topic diversity is approximated by rare lexical signatures, not by a learned NER or semantic model.
+- BM25 is lexical. The model-free leakage audit catches exact evidence chains and normalized exact answers, but cannot prove that a paraphrase never conveys an answer.
+- `null_query` has no gold evidence, so its source/category/date profile is only a lexical proxy and is explicitly kept separate from gold distributions.

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