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Paper Citation Record · LEDGER

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning

As of 18 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 0 inbound Pith citation observations for arXiv:2606.13171.

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

pith.paper-citation-record.v1
2606.13171 v1

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T06:55:20.216367Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

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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

57 of 57 outbound references displayed

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External citation measurements

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Outbound references

Observation b5b6eb09-7dec-4ead-9889-cf3679164cce · outbound

This paper cites Predicting relevant news events for timeline summaries,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Predicting relevant news events for timeline summaries,

Reference 1

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Observation 63f3b940-6635-4ff1-affe-dd5bdf17e203 · outbound

This paper cites Joint graphical models for date selection in timeline summarization,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Joint graphical models for date selection in timeline summarization,

Reference 2

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Observation 3cc1b627-761f-47d5-b311-059bd7a669e4 · outbound

This paper cites Examining the state-of-the-art in news timeline summarization,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Examining the state-of-the-art in news timeline summarization,

Reference 3

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Observation 2d31b607-dccf-4767-8901-dcf3bf1bb867 · outbound

This paper cites Query based event extraction along a timeline,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Query based event extraction along a timeline,

Reference 4

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Observation 4181e948-0eca-4908-a89b-580bb63cfe67 · outbound

This paper cites A temporally sensitive submodularity framework for timeline summarization,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning A temporally sensitive submodularity framework for timeline summarization,

Reference 5

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Observation 05afff87-5d9d-4760-a177-0cbbd6cc4c99 · outbound

This paper cites Language models are few-shot learners,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Language models are few-shot learners,

Reference 6

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Observation cfc1a381-351b-4d4f-9dc0-e89116f34f3c · outbound

This paper cites Extractive summarization via chatgpt for faithful summary generation,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Extractive summarization via chatgpt for faithful summary generation,

Reference 7

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Observation 46fef09f-2416-49c6-a843-48ffe7c46dd5 · outbound

This paper cites The unreliability of explanations in few-shot prompting for textual reasoning,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning The unreliability of explanations in few-shot prompting for textual reasoning,

Reference 8

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Observation 408082e7-0fba-4af7-bedc-753466dcc63e · outbound

This paper cites Evaluating the factual consistency of large language models through news summarization,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Evaluating the factual consistency of large language models through news summarization,

Reference 9

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Observation 9cbbca92-847d-4a29-97f6-c643e196e054 · outbound

This paper cites Survey of hallucination in natural language generation,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Survey of hallucination in natural language generation,

Reference 10

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Observation 3df314f9-51ae-4009-8ab6-6860432f6231 · outbound

This paper cites Methods for measuring, updating, and visualizing factual beliefs in language models,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Methods for measuring, updating, and visualizing factual beliefs in language models,

Reference 11

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Observation 31e5b60c-4b34-457d-ad14-95f07b74ae34 · outbound

This paper cites Assessing support for the trec 2024 rag track: A large-scale comparative study of llm and human evalua- tions,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Assessing support for the trec 2024 rag track: A large-scale comparative study of llm and human evalua- tions,

Reference 12

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Observation 5666d68d-a729-493e-af36-a5f8f638be6e · outbound

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

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning From moments to milestones: Incremental timeline summarization leveraging large language models,

Reference 13

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Observation 9dca50c0-517b-4393-90e6-1bca9b8bae33 · outbound

This paper cites Web News Timeline Generation with Extended Task Prompting.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Web News Timeline Generation with Extended Task Prompting

Reference 14

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Observation b78c5865-ef87-4c15-a0b1-a59887ae1c4c · outbound

This paper cites On faithfulness and factuality in abstractive sum- marization,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning On faithfulness and factuality in abstractive sum- marization,

Reference 15

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Observation 717aac99-2300-4909-94ea-037c7b4fbc2d · outbound

This paper cites Named entity inclusion in abstractive text summarization,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Named entity inclusion in abstractive text summarization,

Reference 16

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Observation b6a0f3be-cd84-4d95-b1ad-5cb9d64a4b0c · outbound

This paper cites A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models

Reference 17

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Observation b8119d35-6a66-49ec-a939-84b0e8846d20 · outbound

This paper cites A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions,

Reference 18

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Observation 4eae61b5-cc6d-4029-823f-e894ae2a8a7a · outbound

This paper cites Chain- of-thought prompting elicits reasoning in large language models,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Chain- of-thought prompting elicits reasoning in large language models,

Reference 19

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Observation ad8bfc5b-553f-4cb5-84c6-c309d08ba254 · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Tree of thoughts: Deliberate problem solving with large language models,

Reference 20

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Observation f4a0b22a-9320-4d4d-82e8-1683352f96bc · outbound

This paper cites Element-aware summarization with large language models: Expert- aligned evaluation and chain-of-thought method,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Element-aware summarization with large language models: Expert- aligned evaluation and chain-of-thought method,

Reference 21

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Observation 053ea6d5-3988-4aed-af80-ede4f960c59a · outbound

This paper cites Leveraging learning to rank in an optimization framework for timeline summarization,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Leveraging learning to rank in an optimization framework for timeline summarization,

Reference 22

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Observation 0e802313-541e-4a01-86e5-60a6ef449aee · outbound

This paper cites Timeline summarization from relevant headlines,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Timeline summarization from relevant headlines,

Reference 23

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Observation 6198a12b-cfb1-45e0-9719-3236aba27848 · outbound

This paper cites The structure and function of communication in society,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning The structure and function of communication in society,

Reference 24

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Observation 113b2a79-3f36-4d42-8361-c1d7ce92e976 · outbound

This paper cites Improving faithfulness of large language models in summarization via sliding generation and self-consistency,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Improving faithfulness of large language models in summarization via sliding generation and self-consistency,

Reference 25

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Observation 0523ad6a-7437-4972-ba52-88e96ff82fcb · outbound

This paper cites Multilingual and cross-domain temporal tagging,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Multilingual and cross-domain temporal tagging,

Reference 26

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Observation b29009d7-51f6-4534-9f31-19930318fdfe · outbound

This paper cites Summarize dates first: A paradigm shift in timeline summarization,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Summarize dates first: A paradigm shift in timeline summarization,

Reference 27

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Observation 545f2a8c-9e17-4826-a205-e1574ee245f1 · outbound

This paper cites Timeline summarization based on event graph compression via time-aware optimal transport,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Timeline summarization based on event graph compression via time-aware optimal transport,

Reference 28

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Observation ecdb56a2-5d46-4d78-a4bf-262873f99267 · outbound

This paper cites Abstractive timeline summarization,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Abstractive timeline summarization,

Reference 29

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Observation c37e040e-1f2d-477f-a7d6-96593b44b061 · outbound

This paper cites The Llama 3 Herd of Models.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning The Llama 3 Herd of Models

Reference 30

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Source-reported events for the cited work

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Observation 63b520fc-ae9e-4074-94f4-d85da08726aa · outbound

This paper cites Automatic generation of overview timelines,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Automatic generation of overview timelines,

Reference 31

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Observation 9a5424f6-c1ff-4b8d-a831-a29e3715e284 · outbound

This paper cites Towards timeline generation with abstract meaning representa- tion,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Towards timeline generation with abstract meaning representa- tion,

Reference 32

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Observation 4324197e-e471-468c-b458-a8b66e740153 · outbound

This paper cites Timeline generation through evolutionary trans-temporal summarization,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Timeline generation through evolutionary trans-temporal summarization,

Reference 33

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Observation 9e4a530f-1d91-4a0b-a8dc-2951589d3b1c · outbound

This paper cites Learning towards abstractive timeline summa- rization,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Learning towards abstractive timeline summa- rization,

Reference 34

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Observation f089ccfe-1d80-404e-a329-279d486e3593 · outbound

This paper cites Follow the timeline! generating an abstractive and extractive timeline summary in chronological order,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Follow the timeline! generating an abstractive and extractive timeline summary in chronological order,

Reference 35

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:8d42a99caf7f7873864d5f149f55d4b7234816fa9cddffed88b83e2d3a2328d0

Observation 3537fd8e-7369-40be-ba07-1e7641202968 · outbound

This paper cites Timeline summarization in the era of llms,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Timeline summarization in the era of llms,

Reference 36

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:22d693beaae03a2e0bd2c4a40fde12882e54ab1f7f60976e93177ba2f2fdd345

Observation bbb60985-e7c5-4133-8a27-7d473896f051 · outbound

This paper cites Combining hierachical V AEs with LLMs for clinically meaningful timeline summarisation in social media,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Combining hierachical V AEs with LLMs for clinically meaningful timeline summarisation in social media,

Reference 37

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:21fba9c715cbb8bdb18e618f7aa61b31db8e064825585ec1f06d796df9efea75

Observation 3aaa4094-6f36-472d-8ce9-842c4ce7b7e9 · outbound

This paper cites Unfolding the headline: Iterative self- questioning for news retrieval and timeline summarization,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Unfolding the headline: Iterative self- questioning for news retrieval and timeline summarization,

Reference 38

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:c862d2460747ff6f7bbe2f44b61cdb39f77fe882f9e92454423cadec9210632f

Observation 53385e88-f66b-4f8f-aa5b-ccfab2e69340 · outbound

This paper cites Just what you desire: Constrained timeline summarization with self-reflection for enhanced relevance,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Just what you desire: Constrained timeline summarization with self-reflection for enhanced relevance,

Reference 39

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:9ef5f31cb53be0f2cf6db288d65303a4fa9d5f5128e0f953d437f95a7b4e270c

Observation 6c236f8a-8b5c-408e-953b-e2c03d54552b · outbound

This paper cites “why is this misleading?.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning “why is this misleading?

Reference 40

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:3136898a5fb567e3c31fdb74cf5b6dbc6964072c80725fe3849ab7ce3d70985e

Observation 406f07fb-bc06-4bcb-8e9c-20fdf8a8d96a · outbound

This paper cites AlignSum: Data pyramid hierarchical fine-tuning for aligning with human summarization preference,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning AlignSum: Data pyramid hierarchical fine-tuning for aligning with human summarization preference,

Reference 41

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:44b43e1cd85d577c0ba4e47dc55a03ce5525f789851862693b215fbd49bdab34

Observation 52990f2b-4eac-40f6-bf9e-a00ff3c2d740 · outbound

This paper cites LaMsS: When Large Language Models Meet Self-Skepticism.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning LaMsS: When Large Language Models Meet Self-Skepticism

Reference 42

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arxiv_id, observed 2026-07-03T14:48:32.913806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:eca47380c9cc610423c35001816d52b7beef6e2d3e2e9a88848f5c10e006dd1d

Observation 85ce27ce-ef7a-4030-860c-f45f333ddccf · outbound

This paper cites R-tuning: Instructing large language models to say ‘i don’t know’,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning R-tuning: Instructing large language models to say ‘i don’t know’,

Reference 43

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:fc643d4b457d2d58ccc895ae09e1f1f2ed73486dc008f107c8e39dcf02a588be

Observation f870f329-4735-4658-859c-795c4530e165 · outbound

This paper cites Factually consistent summarization via reinforcement learning with textual entailment feedback,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Factually consistent summarization via reinforcement learning with textual entailment feedback,

Reference 44

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:46a822596b5852290f6983fad51d889351f30750a5050c79de0a6bf8525142c1

Observation ea99e833-287f-4e6d-9983-b1e423e766df · outbound

This paper cites Mutual information alleviates hallucinations in abstractive summarization,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Mutual information alleviates hallucinations in abstractive summarization,

Reference 45

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:28f038f26bf8e9b3d99d9900580f714a5909497eb1aa9e5c9fa3ac704f9f10f6

Observation bbc5ebdd-0611-4b2f-a13a-6107a86ee2e5 · outbound

This paper cites Mitigating hallucination in abstractive summarization with domain- conditional mutual information,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Mitigating hallucination in abstractive summarization with domain- conditional mutual information,

Reference 46

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:7b072d2151b42ce2640b918b03f00371a217184498679a2b722eb9c3995704b5

Observation d64facf9-e69c-4dae-8e64-50e13eaee210 · outbound

This paper cites Trusting your evidence: Hallucinate less with context-aware decoding,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Trusting your evidence: Hallucinate less with context-aware decoding,

Reference 47

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:a69b0c85da0df1a179418dd5b999623a0865ce05dfe6e91a5eeacecb9f10ccef

Observation ef5e66b8-fc26-4bb9-a5b9-55e0ac09fd67 · outbound

This paper cites Alleviating hallucinations of large language models through induced hallucinations,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Alleviating hallucinations of large language models through induced hallucinations,

Reference 48

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:8afbd45fe30a45e952abf8a7eb93514946bd42e879a19a386880d6ef233c0219

Observation 83d82e07-0c34-4ed7-8232-bc77df8ac8e0 · outbound

This paper cites SelfCheckGPT: Zero-resource black-box hallucination detection for generative large language models,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning SelfCheckGPT: Zero-resource black-box hallucination detection for generative large language models,

Reference 49

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:5d5b422eb2fc7fcdc1622fd068db2af12b2a848be6ae7e2d876448df8981e1d7

Observation 9f8e1d37-ad60-4bdd-acde-82b356741618 · outbound

This paper cites Self-checker: Plug-and-play modules for fact-checking with large language models,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Self-checker: Plug-and-play modules for fact-checking with large language models,

Reference 50

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:23d4add673f442b0fa368c55bafd6845330e398d22346f336f7351c8e5cc1528

Observation c57a5821-c5f7-410f-abc3-fa19a6c3a7c8 · outbound

This paper cites Verify-and-edit: A knowledge-enhanced chain-of-thought framework,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Verify-and-edit: A knowledge-enhanced chain-of-thought framework,

Reference 51

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:1dbde4f2ecb7a9fb641da0dac8c02ff594045da471313175ebdeb619aab9e7c4

Observation f35ec7c5-4b03-4136-acd1-6dc09ed81808 · outbound

This paper cites Rethinking with Retrieval: Faithful Large Language Model Inference.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Rethinking with Retrieval: Faithful Large Language Model Inference

Reference 52

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arxiv_id, observed 2026-07-03T14:48:32.905913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:ceadd5343d3fcb57a40612522a06da9e43496ac4c08dbb3eeadbb1dedf2705ef

Observation 579f4c48-9e8b-4c7d-8a36-b5c1d3263033 · outbound

This paper cites 3a-cot: an attend-arrange-abstract chain-of-thought for multi-document summarization,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning 3a-cot: an attend-arrange-abstract chain-of-thought for multi-document summarization,

Reference 53

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:a3be16fa75f1bd2b36037c95b62b6a07215268b347995b4e33bfc456c644ca8a

Observation 8f11764c-3ff7-4e1a-830f-b9bb9ece3222 · outbound

This paper cites Autosumm: A comprehensive framework for llm-based conversation summarization,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Autosumm: A comprehensive framework for llm-based conversation summarization,

Reference 54

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:3ccf818c75c0c4a210964958d1babcd3dbae165e1fb30ed051dc81f7ba82acb4

Observation 658d39aa-c3e2-42ef-bcb8-050ba93a6d24 · outbound

This paper cites Efficient memory management for large language model serving with pagedattention,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Efficient memory management for large language model serving with pagedattention,

Reference 55

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:a9739d9b0c71283c128453a3bee40ad82e7561bb0eea7d378e527109d29099d9

Observation 8b9d157f-d42d-458a-9531-601fff23157c · outbound

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

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Towards General Text Embeddings with Multi-stage Contrastive Learning

Reference 56

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local_arxiv, observed 2026-07-03T14:48:32.908088Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:ee8da22d83b3f7ebcc69a9ac87ae193d775f9c0ae77122996b74631939df878e

Observation e47e36d9-97ca-4715-82aa-fb7126cb302d · outbound

This paper cites Improving ROUGE for timeline summarization,.

NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning Improving ROUGE for timeline summarization,

Reference 57

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source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:1c26de1f17578053c4a87d7ba529c2c2bae7432262db4b5eb4df079bd4befd68

Pith citing papers

No inbound Pith citation observations are available.