Paper Citation Record · LEDGER

Query-Focused Event Summarization: A Dataset and Benchmark

As of 8 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2607.11166.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2607.11166 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-14T06:33:56.134160Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

45 of 45 outbound references displayed

verified exact0
verified fuzzy0
unresolved44
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 375ebec5-8e43-4e9b-966a-3f7a454f113d · outbound

This paper cites The k-means algorithm: A comprehensive survey and performance evaluation.Electronics, 9(8):1295, 2020.

Query-Focused Event Summarization: A Dataset and Benchmark The k-means algorithm: A comprehensive survey and performance evaluation.Electronics, 9(8):1295, 2020

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Unavailable: canonical work link unavailable.

Observation 5151e962-bb87-4574-a439-44a3df216c5d · outbound

This paper cites NEWTS: A Corpus for News Topic-Focused Summarization.

Query-Focused Event Summarization: A Dataset and Benchmark NEWTS: A Corpus for News Topic-Focused Summarization

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation 614125d0-1f29-4354-8c61-32c6ea997be8 · outbound

This paper cites Meteor: An automatic metric for mt evaluation with improved correlation with human judgments.

Query-Focused Event Summarization: A Dataset and Benchmark Meteor: An automatic metric for mt evaluation with improved correlation with human judgments

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation d0aea82b-eae9-49fc-9c32-6b4e4a40b7bb · outbound

This paper cites Topic concentration in query focused summarization datasets.

Query-Focused Event Summarization: A Dataset and Benchmark Topic concentration in query focused summarization datasets

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation 6822d054-0ad5-4730-8411-add12cbc60fa · outbound

This paper cites Longformer: The Long-Document Transformer.

Query-Focused Event Summarization: A Dataset and Benchmark Longformer: The Long-Document Transformer

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation 6c96f197-2830-448f-a683-20e662c7d3da · outbound

This paper cites M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation.

Query-Focused Event Summarization: A Dataset and Benchmark M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Unavailable: canonical work link unavailable.

Observation 2c1972ef-e674-4e3a-8919-c2bbc81df662 · outbound

This paper cites Overview of duc 2005.

Query-Focused Event Summarization: A Dataset and Benchmark Overview of duc 2005

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 350b8247-e0ff-41f7-91a5-e0a29f518b34 · outbound

This paper cites Overview of the tac 2008 update summarization task.

Query-Focused Event Summarization: A Dataset and Benchmark Overview of the tac 2008 update summarization task

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

Source-reported events for the cited work

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Observation f1c8c372-5ef5-4863-9145-d1654392cbb9 · outbound

This paper cites Webcites: Attributed query-focused summarization on chinese web search results with citations.

Query-Focused Event Summarization: A Dataset and Benchmark Webcites: Attributed query-focused summarization on chinese web search results with citations

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation 9c1349c8-9bb1-44ea-9bae-e373d9433d6b · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

Query-Focused Event Summarization: A Dataset and Benchmark From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5b008f6-2ac2-4e1c-962c-2a2ca52f7204 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

Query-Focused Event Summarization: A Dataset and Benchmark Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation f08b0768-f7c8-4117-8589-066151417d9a · outbound

This paper cites Examining the State-of-the-Art in News Timeline Summarization.

Query-Focused Event Summarization: A Dataset and Benchmark Examining the State-of-the-Art in News Timeline Summarization

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Unavailable: canonical work link unavailable.

Observation 6f779c40-cba4-4b67-afc8-404468b6e0fc · outbound

This paper cites BERTopic: Neural topic modeling with a class-based TF-IDF procedure.

Query-Focused Event Summarization: A Dataset and Benchmark BERTopic: Neural topic modeling with a class-based TF-IDF procedure

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation c6651e5e-7f00-41f7-bdd4-39b13e1101d8 · outbound

This paper cites LightRAG: Simple and Fast Retrieval-Augmented Generation.

Query-Focused Event Summarization: A Dataset and Benchmark LightRAG: Simple and Fast Retrieval-Augmented Generation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation f65d2b13-69cb-40ab-a4e6-9b7030ac3ebf · outbound

This paper cites FG-RAG: Enhancing Query-Focused Summarization with Context-Aware Fine-Grained Graph RAG.

Query-Focused Event Summarization: A Dataset and Benchmark FG-RAG: Enhancing Query-Focused Summarization with Context-Aware Fine-Grained Graph RAG

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation 50f17e1f-0dbd-4b67-bd54-672cfc7389ee · outbound

This paper cites From moments to milestones: Incremental timeline summarization leveraging large language models.

Query-Focused Event Summarization: A Dataset and Benchmark From moments to milestones: Incremental timeline summarization leveraging large language models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation 5df5e0cb-752d-4e7f-ad83-ec6123a536a4 · outbound

This paper cites Dense passage retrieval for open-domain question answering.

Query-Focused Event Summarization: A Dataset and Benchmark Dense passage retrieval for open-domain question answering

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

Source-reported events for the cited work

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Observation 4f774842-1ea9-4d69-af45-726e9b84a47f · outbound

This paper cites AQuaMuSe: Automatically Generating Datasets for Query-Based Multi-Document Summarization.

Query-Focused Event Summarization: A Dataset and Benchmark AQuaMuSe: Automatically Generating Datasets for Query-Based Multi-Document Summarization

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation a12fef21-2418-4b1a-bfee-82aa0acfb361 · outbound

This paper cites Natural questions: a benchmark for question answering research.Transactions of the Association for Computational Linguistics, 7:453–466, 2019.

Query-Focused Event Summarization: A Dataset and Benchmark Natural questions: a benchmark for question answering research.Transactions of the Association for Computational Linguistics, 7:453–466, 2019

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation 834f5a80-34b9-4f11-ab6e-8de504136912 · outbound

This paper cites Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation.

Query-Focused Event Summarization: A Dataset and Benchmark Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b9f0c7d-e1d5-4e50-9f26-cd38fbeb1417 · outbound

This paper cites Towards General Text Embeddings with Multi-stage Contrastive Learning.

Query-Focused Event Summarization: A Dataset and Benchmark Towards General Text Embeddings with Multi-stage Contrastive Learning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

Source-reported events for the cited work

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Observation ff0061d6-f437-4993-bda0-ffc5b5cf8277 · outbound

This paper cites Rouge: A package for automatic evaluation of summaries.

Query-Focused Event Summarization: A Dataset and Benchmark Rouge: A package for automatic evaluation of summaries

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation 5118b789-ae0c-4728-82f1-6e236f65f0cf · outbound

This paper cites DeepSeek-V3 Technical Report.

Query-Focused Event Summarization: A Dataset and Benchmark DeepSeek-V3 Technical Report

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation adf4fbb4-8073-403f-95f5-4b7df0ce7b69 · outbound

This paper cites Learning to Rank Utterances for Query-Focused Meeting Summarization.

Query-Focused Event Summarization: A Dataset and Benchmark Learning to Rank Utterances for Query-Focused Meeting Summarization

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Unavailable: canonical work link unavailable.

Observation 31ff3910-a054-4db7-be56-72ebd8bf941c · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Query-Focused Event Summarization: A Dataset and Benchmark RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

Source-reported events for the cited work

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Observation 79d676d7-2600-416a-a820-be1f5ed154c7 · outbound

This paper cites hdbscan: Hierarchical density based clustering.J.

Query-Focused Event Summarization: A Dataset and Benchmark hdbscan: Hierarchical density based clustering.J

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation e95d93be-9c97-491f-83b8-6e9768d6d6c7 · outbound

This paper cites Reinforcement replaces supervision: Query focused summarization using deep reinforcement learning.

Query-Focused Event Summarization: A Dataset and Benchmark Reinforcement replaces supervision: Query focused summarization using deep reinforcement learning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation 15b02e49-4592-4128-bb40-58f46e90c1f0 · outbound

This paper cites Socratic pretraining: Question-driven pretraining for controllable summarization.

Query-Focused Event Summarization: A Dataset and Benchmark Socratic pretraining: Question-driven pretraining for controllable summarization

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation 539fc0b6-195c-4f13-aaa9-4e18870a2d10 · outbound

This paper cites an unresolved cited work.

Query-Focused Event Summarization: A Dataset and Benchmark Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation b15add97-bdaf-4c60-8369-636b413894ee · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation.

Query-Focused Event Summarization: A Dataset and Benchmark Bleu: a method for automatic evaluation of machine translation

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation 3af7c340-34ca-44db-b06c-d0fcf2fae76d · outbound

This paper cites Scaling Multi-Document Event Summarization: Evaluating Compression vs. Full-Text Approaches.

Query-Focused Event Summarization: A Dataset and Benchmark Scaling Multi-Document Event Summarization: Evaluating Compression vs. Full-Text Approaches

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation dfd6296d-cbd1-4628-9371-ca218f4e2305 · outbound

This paper cites The probabilistic relevance framework: Bm25 and beyond.Foundations and Trends® in Information Retrieval, 3(4):333–389, 2009.

Query-Focused Event Summarization: A Dataset and Benchmark The probabilistic relevance framework: Bm25 and beyond.Foundations and Trends® in Information Retrieval, 3(4):333–389, 2009

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation d71a6021-2989-4cb9-ab47-51c9ea027e31 · outbound

This paper cites Chatgpt and open-ai models: A preliminary review.Future Internet, 15(6):192, 2023.

Query-Focused Event Summarization: A Dataset and Benchmark Chatgpt and open-ai models: A preliminary review.Future Internet, 15(6):192, 2023

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation 854e61dd-75ac-43bd-82a7-a8122ee4d9ea · outbound

This paper cites Review on query-focused multi-document summarization (qmds) with comparative analysis.ACM Computing Surveys, 56(1):1–38, 2023.

Query-Focused Event Summarization: A Dataset and Benchmark Review on query-focused multi-document summarization (qmds) with comparative analysis.ACM Computing Surveys, 56(1):1–38, 2023

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation dd895b5c-8bac-4a47-a7b2-4ea9eb7f09bd · outbound

This paper cites Learning to Rank Salient Content for Query-focused Summarization.

Query-Focused Event Summarization: A Dataset and Benchmark Learning to Rank Salient Content for Query-focused Summarization

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation d5109c25-a3c1-48c6-b700-18878342e5af · outbound

This paper cites Towards verifiable text generation with evolving memory and self-reflection.

Query-Focused Event Summarization: A Dataset and Benchmark Towards verifiable text generation with evolving memory and self-reflection

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation 6b890fff-4feb-4bce-ae79-4b6452bf6511 · outbound

This paper cites Timeline summarization from relevant headlines.

Query-Focused Event Summarization: A Dataset and Benchmark Timeline summarization from relevant headlines

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation e1c5b9c7-456d-46af-9017-edda27fbbe49 · outbound

This paper cites Attention is all you need.Advances in neural information processing systems, 30, 2017.

Query-Focused Event Summarization: A Dataset and Benchmark Attention is all you need.Advances in neural information processing systems, 30, 2017

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation c8097676-ed24-4d6b-b1b8-2a15825adc5a · outbound

This paper cites Exploring neural models for query-focused summarization.

Query-Focused Event Summarization: A Dataset and Benchmark Exploring neural models for query-focused summarization

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

Source-reported events for the cited work

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Observation fedcbb1b-95a5-428b-bfcc-cd1b85b1e051 · outbound

This paper cites Manifold-ranking based topic-focused multi-document summarization.

Query-Focused Event Summarization: A Dataset and Benchmark Manifold-ranking based topic-focused multi-document summarization

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Observation 8e06994a-833d-4fb8-b096-490a508e37c7 · outbound

This paper cites Squality: Building a long-document summarization dataset the hard way.

Query-Focused Event Summarization: A Dataset and Benchmark Squality: Building a long-document summarization dataset the hard way

Reference 41

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Unavailable: canonical work link unavailable.

Observation 4408f34d-92c4-4a50-b6f7-887d079fb7f1 · outbound

This paper cites Unstructured evidence attribution for long context query focused summarization.

Query-Focused Event Summarization: A Dataset and Benchmark Unstructured evidence attribution for long context query focused summarization

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a6b0be4-73e9-40f3-815f-38adbb64a39a · outbound

This paper cites Qwen3 Technical Report.

Query-Focused Event Summarization: A Dataset and Benchmark Qwen3 Technical Report

Reference 43

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Unavailable: canonical work link unavailable.

Observation f98b5792-31e0-46ce-bf57-25bf4f8f01f4 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

Query-Focused Event Summarization: A Dataset and Benchmark BERTScore: Evaluating Text Generation with BERT

Reference 44

Resolution: unresolved; no resolver link, observed 2026-07-14T06:33:56.134160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c515bd0e-7152-4228-8c37-6a05f426b9cf · outbound

This paper cites The arrest and charges against Gadhafi.

Query-Focused Event Summarization: A Dataset and Benchmark The arrest and charges against Gadhafi

Reference 45

Resolution: malformed identifier; no resolver link, observed 2026-07-14T06:33:56.134160Z

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Pith citing papers

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