Paper Citation Record · LEDGER

Diversity Enhances an LLM's Performance in RAG and Long-context Task

As of 19 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 4 inbound Pith citation observations for arXiv:2502.09017.

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

pith.paper-citation-record.v1
2502.09017 v2

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T22:56:35.034208Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:18:31.652267Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T14:08:22.087003Z

Reference resolution

41 of 41 outbound references displayed

verified exact0
verified fuzzy17
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2ebcca3f-fe93-4cb5-85e1-eee3aa97ea99 · outbound

This paper cites Gomez, Lukasz Kaiser, and Illia Polosukhin.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Gomez, Lukasz Kaiser, and Illia Polosukhin

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.896039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28f788b3-9c10-4ee2-97d9-73c3fe6fb9db · outbound

This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding, 2019.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Bert: Pre-training of deep bidirectional transformers for language understanding, 2019

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.900460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b353f7f3-7a56-4e5a-beb6-080ce8ceab9f · outbound

This paper cites an unresolved cited work.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T22:56:35.398011Z

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.

Observation 84ec7db6-12da-4edf-9107-8694206c6513 · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive nlp tasks, 2021.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Retrieval-augmented generation for knowledge-intensive nlp tasks, 2021

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.908887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41a92491-754a-443f-8e96-ac5f3fa3ce91 · outbound

This paper cites Mamba: Linear-time sequence modeling with selective state spaces, 2024.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Mamba: Linear-time sequence modeling with selective state spaces, 2024

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.913220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86b4732b-f959-490f-9e7c-f8eed77012bb · outbound

This paper cites an unresolved cited work.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.917354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca082191-7f1f-45fb-ac92-accef59ba82e · outbound

This paper cites Peters, and Arman Cohan.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Peters, and Arman Cohan

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.921605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0b6f95b-1c89-4d0b-b5be-2ac72af703a8 · outbound

This paper cites Llm maybe longlm: Self-extend llm context window without tuning, 2024.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Llm maybe longlm: Self-extend llm context window without tuning, 2024

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.925280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31c779e4-476c-4bae-ba5c-f3ba921dff58 · outbound

This paper cites The use of mmr, diversity-based reranking for reordering documents and producing summaries.

Diversity Enhances an LLM's Performance in RAG and Long-context Task The use of mmr, diversity-based reranking for reordering documents and producing summaries

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:56:35.356793Z

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.

Observation b3143d12-6d17-4267-9123-fef1ae7cb786 · outbound

This paper cites Qi, Li Yi, Hao Su, and Leonidas J.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Qi, Li Yi, Hao Su, and Leonidas J

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.932619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8179d864-716e-469b-9083-bcdb1f60d6fc · outbound

This paper cites Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.936039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd3bd0b0-d3a7-4398-9fa3-233630d5c709 · outbound

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

Diversity Enhances an LLM's Performance in RAG and Long-context Task ROUGE: A package for automatic evaluation of summaries

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.940344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3a149f2-f13b-408c-acc6-89536b73df87 · outbound

This paper cites Hsu, James Zhu, Zhichao Wang, Bin Bi, Shubham Mehrotra, Shiva K.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Hsu, James Zhu, Zhichao Wang, Bin Bi, Shubham Mehrotra, Shiva K

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:56:35.326313Z

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.

Observation 62a8d15a-1714-46f9-b442-e9138e498e7e · outbound

This paper cites Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:56:35.315521Z

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.

Observation 854237af-9d14-4250-9dbd-a42aff1eb669 · outbound

This paper cites Weld, and Luke Zettlemoyer.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Weld, and Luke Zettlemoyer

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.951256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d50e99e8-c873-4983-a2f1-57bf140f7221 · outbound

This paper cites The narrativeqa reading comprehension challenge, 2017.

Diversity Enhances an LLM's Performance in RAG and Long-context Task The narrativeqa reading comprehension challenge, 2017

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:56:35.299569Z

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.

Observation fc16b187-f4f2-427c-928e-06ac891e38e0 · outbound

This paper cites spaCy: Industrial-strength Natural Language Processing in Python.

Diversity Enhances an LLM's Performance in RAG and Long-context Task spaCy: Industrial-strength Natural Language Processing in Python

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.958056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5285ae11-74d3-419c-9602-c1ca5527842b · outbound

This paper cites Sentence-bert: Sentence embeddings using siamese bert-networks, 2019.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Sentence-bert: Sentence embeddings using siamese bert-networks, 2019

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.961561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b8c6130-4d16-45e4-a8a8-90b298484945 · outbound

This paper cites Text embeddings by weakly-supervised contrastive pre-training, 2024.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Text embeddings by weakly-supervised contrastive pre-training, 2024

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.964925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f23b556-1e8d-42dc-b815-ec72e5666173 · outbound

This paper cites Principal components analysis (pca).

Diversity Enhances an LLM's Performance in RAG and Long-context Task Principal components analysis (pca)

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:56:35.269644Z

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.

Observation 40285305-512d-4ec9-a198-b29853adbba2 · outbound

This paper cites Pattern recognition and machine learning, volume 4.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Pattern recognition and machine learning, volume 4

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.971937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7eba9cf7-ed10-4c9e-bfcf-e5336635d545 · outbound

This paper cites Efficient attentions for long document summarization, 2021.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Efficient attentions for long document summarization, 2021

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.975339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 861ee822-c52d-43b8-8705-0a4abd758404 · outbound

This paper cites Legal case document summarization: Extractive and abstractive methods and their evaluation, 2022.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Legal case document summarization: Extractive and abstractive methods and their evaluation, 2022

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:56:35.246615Z

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.

Observation eb95feb1-e2fb-47f7-9dc4-2c724affd523 · outbound

This paper cites an unresolved cited work.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.982580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1e51ccd-35c7-4bb4-9ebf-44d9fbf21682 · outbound

This paper cites Smith, and Mike Lewis.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Smith, and Mike Lewis

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.985991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ca28333-025f-4c04-8602-4a2c6517a0ac · outbound

This paper cites An empirical survey on long document summarization: Datasets, models, and metrics.

Diversity Enhances an LLM's Performance in RAG and Long-context Task An empirical survey on long document summarization: Datasets, models, and metrics

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:56:35.221216Z

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.

Observation d77d3187-f623-4cd8-8600-b31d9615a38c · outbound

This paper cites From local to global: A graph rag approach to query-focused summarization, 2025.

Diversity Enhances an LLM's Performance in RAG and Long-context Task From local to global: A graph rag approach to query-focused summarization, 2025

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.992977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dee09e63-8855-4129-8b5f-78af27314ba9 · outbound

This paper cites Corrective retrieval augmented generation, 2024.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Corrective retrieval augmented generation, 2024

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:34.996206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c7740ef-7e7c-4e1f-9b0f-e1651a61aae6 · outbound

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Diversity Enhances an LLM's Performance in RAG and Long-context Task Unresolved cited work

Reference 29

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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.

Observation edb62e4c-6c48-4d73-9818-c4c695883ac2 · outbound

This paper cites Modular rag: Transforming rag systems into lego-like reconfigurable frameworks, 2024.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Modular rag: Transforming rag systems into lego-like reconfigurable frameworks, 2024

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:56:35.183321Z

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.

Observation 27506480-9723-4fc9-b08f-39f0a3b508e4 · outbound

This paper cites Vasarhelyi.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Vasarhelyi

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:56:35.172569Z

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.

Observation bfb9132e-79c2-4a33-9067-623793629eb9 · outbound

This paper cites Improving unsupervised extractive summarization with facet-aware modeling.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Improving unsupervised extractive summarization with facet-aware modeling

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:56:35.161847Z

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.

Observation 8b627de9-651c-4f41-858d-d132fa29041f · outbound

This paper cites Bart: Denoising sequence-to-sequence pre-training for natural language generation, translation, and comprehension, 2019.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Bart: Denoising sequence-to-sequence pre-training for natural language generation, translation, and comprehension, 2019

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:35.011555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce4d1f7a-0b1d-4209-ab28-20d9bf08d8ff · outbound

This paper cites an unresolved cited work.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T22:56:35.014478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d98181c-5c12-4ae6-a292-953f855c89af · outbound

This paper cites Preserve context information for extract-generate long-input summarization framework.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Preserve context information for extract-generate long-input summarization framework

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:56:35.137491Z

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.

Observation 6903ef02-7cbd-493e-b8ec-fc31ff9788ae · outbound

This paper cites Gretel: Graph contrastive topic enhanced language model for long document extractive summarization, 2022.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Gretel: Graph contrastive topic enhanced language model for long document extractive summarization, 2022

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:56:35.126303Z

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.

Observation 3dc92848-fda2-4323-9855-657ab16568c4 · outbound

This paper cites Improving multi-stage long document summarization with enhanced coarse summarizer.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Improving multi-stage long document summarization with enhanced coarse summarizer

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:56:35.114307Z

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.

Observation 9414a4a9-2c00-4533-8035-6562200e83e3 · outbound

This paper cites Aragog: Advanced rag output grading, 2024.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Aragog: Advanced rag output grading, 2024

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:56:35.102848Z

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.

Observation dfb5b83f-231e-4bda-aad5-89f191607413 · outbound

This paper cites Better rag using relevant information gain, 2024.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Better rag using relevant information gain, 2024

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:56:35.090723Z

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.

Observation 8d0ec22e-b4b7-413d-93da-338136839017 · outbound

This paper cites Deberta: Decoding-enhanced bert with disentan- gled attention, 2021.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Deberta: Decoding-enhanced bert with disentan- gled attention, 2021

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:56:35.079373Z

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.

Observation 7adb7e25-dcfb-42e7-acaf-77c2c0781bce · outbound

This paper cites Dense passage retrieval for open-domain question answering, 2020.

Diversity Enhances an LLM's Performance in RAG and Long-context Task Dense passage retrieval for open-domain question answering, 2020

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:56:35.067387Z

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.

Pith citing papers

Observation da496169-3c93-422c-9c62-298d5d57e0a3 · inbound

Culinary Crossroads: A RAG Framework for Enhancing Diversity in Cross-Cultural Recipe Adaptation cites this paper.

Culinary Crossroads: A RAG Framework for Enhancing Diversity in Cross-Cultural Recipe Adaptation Diversity Enhances an LLM's Performance in RAG and Long-context Task

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-19T02:21:59.228993Z

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.

Observation a833dd31-c0df-451f-8a53-54e6e381f664 · inbound

GPL-SLAM: A Laser SLAM Framework with Gaussian Process Based Extended Landmarks cites this paper.

GPL-SLAM: A Laser SLAM Framework with Gaussian Process Based Extended Landmarks Diversity Enhances an LLM's Performance in RAG and Long-context Task

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T17:18:31.652267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ad617d8-bee4-4c37-a97e-9fdf74dd8be2 · inbound

Search for Coverage: Learning Coverage-Aware Retrieval with Augmented Sub-Question Answerability cites this paper.

Search for Coverage: Learning Coverage-Aware Retrieval with Augmented Sub-Question Answerability Diversity Enhances an LLM's Performance in RAG and Long-context Task

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-06-29T09:53:17.505959Z

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.

Observation ffa35b8d-278f-4392-8bc1-f65e02e21b9f · inbound

How Fine-Grained Should a RAG Benchmark Be? A Hierarchical Framework for Synthetic Question Generation cites this paper.

How Fine-Grained Should a RAG Benchmark Be? A Hierarchical Framework for Synthetic Question Generation Diversity Enhances an LLM's Performance in RAG and Long-context Task

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-07-03T14:08:22.092022Z

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.