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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 5 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

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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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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:f23b86c30611c176b5ec968cd1a1b4f6f4757d1573b88adea03a762a33d7c6ac

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=sha256:42aec26de5cd952051313f1638e33db3a2a83db78cc8f0c1731f6352bb5c2355

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:e649a233bca47b639c897e59bf01417daeb88313bd6d52bf30c3b5b5828e9a0c

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=sha256:32d1226dc4b24219a2afbbdbc387a12d8e3f835d7c84570e6b8a7c3a3f5b6714

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=sha256:54337bfd446610fb59990eba01eff576a5f1a3c972ef98e77d5025f3397ff144

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:b368c8d21c4cce8420637dff2e6f619896953e7b29a0c3aed35f92ead423d551

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=sha256:69c2215fe513acc5f7eb8d9bad930062d02374720119f0535df4e31213f7185d

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:140643fb31d98285e958b261987b5aa1a505ad72e9812f02ec2988b5e2c52b0e

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=sha256:837329688e96e6ed7e0c04898b86240fa6f5cb9adf05bc4225eae74544cfdb62

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=sha256:73e541c7513c2f20c21ab978707f057cd7897b62b175e3e432a0e68063b4df45

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=sha256:67c20e9706c3ee2203961243b1f6b07d5817cca64bcaebedd3cd4394be13d35d

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=sha256:72bfa4354ff655f4e7a334113dc54d0bb095382724d8718c1eef8c49fc35d9b3

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=sha256:6770054fca0cbfd2fcd2d2a31d900849208f01c83e951ed9113cab3ddbc38042

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:e79275defa1824b83e3e937019db40ddd662ce25adcd813d9ad3e38c011415b5

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=sha256:0c0d0b0cf1288cf2752c22751bbbe8eb5f8b607a2ff546fe8f9af26179b80a78

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=sha256:5d0c6a6423ff7e6f3e96063f7f3dad36058b24b22d321553f026f23fcca5e760

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=sha256:5bd6d3d9f227b50ec1be99f274d6f5ce0c67fa4fdb05fdc4a007549c987a3d6a

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:4a734715bcb81b8d52d8504f2df9310587ee6902bfa91d7a27c385292a7f2f31

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=sha256:660aa8bbf3cb0db01b2e2d3b4da41e295edd1ea616ef2b65a71218f7c52fcc23

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=sha256:911f7e7d7e9c81163aee5e5743829ef5bf9a9ec857b214125cc8fca113ab3719

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=sha256:8d9bae1b3bacd1771c1f0ebb45de768390fdd9784523d04daf935532f018a1ad

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T06:55:20.216367Z digest=sha256:1eeab1a5dfaf5416f1a63a9c98e55a08fcfbf591ca10323505d67009221d880b

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=sha256:46ae325063d415706504ce90ffaa91bb98737093384bb57959d045f1275281e1

Pith citing papers

No inbound Pith citation observations are available.