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Paper Citation Record · LEDGER

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models

As of 10 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 1 inbound Pith citation observation for arXiv:2502.05825.

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

pith.paper-citation-record.v1
2502.05825 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T17:53:22.998970Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:44:09.718208Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T05:44:10.706300Z

Reference resolution

17 of 17 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved16
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 15a31ec0-e4a7-4125-a27a-2692f5675982 · outbound

This paper cites LLaVA-Gemma: Accelerating Multimodal Foundation Models with a Compact Language Model.

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models LLaVA-Gemma: Accelerating Multimodal Foundation Models with a Compact Language Model

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-08T17:53:22.540464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:53:22.540464Z digest=sha256:aea14f3f31ba6a53b44ebb4cbb7fc4ef614dd3c9383f456edc26b74af84cabad

Observation 4fa8afee-57c7-4f24-b3c3-609a76d8b42f · outbound

This paper cites A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions.

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-08T17:53:22.559285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:53:22.559285Z digest=sha256:6bf1dce1291e7658b14796fa4cc0112bb37002b24c50a15f4548968c4a81606f

Observation 86a8d7fe-5c8d-433c-9290-36b2963a3f08 · outbound

This paper cites doi: 10.18653/v1/2023.

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models doi: 10.18653/v1/2023

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-08T17:53:22.607652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:53:22.607652Z digest=sha256:74f03a5a4008ab93a0086156571250fa04e4a04a1d44f09b19ecd22f3cf5f6c8

Observation 5c898bb7-ab55-4b4d-ad72-bdc6a045909f · outbound

This paper cites Contrastive Decoding: Open-ended Text Generation as Optimization.

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models Contrastive Decoding: Open-ended Text Generation as Optimization

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-08T17:53:22.734274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:53:22.734274Z digest=sha256:eccd5012c588854726984dafe9adfa83dd4f11203eee2c62f4472b39a5fa1838

Observation 0fe20dc1-acca-42e3-b214-2347f970e899 · outbound

This paper cites Sources of Hallucination by Large Language Models on Inference Tasks.

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models Sources of Hallucination by Large Language Models on Inference Tasks

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-08T17:53:22.766595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:53:22.766595Z digest=sha256:28f85e611db2275cb1044e786a0a29523754dd39ee84aa3f12209295f1c7af81

Observation 6acc090a-578e-419a-9776-61e15ccc52b2 · outbound

This paper cites GPT-4 Technical Report.

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models GPT-4 Technical Report

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-08T17:53:22.801757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:53:22.801757Z digest=sha256:831be9db54b71259d775a6f89044a5e926528e4d795490bb7cda36b039dab59b

Observation ec56d19c-38ee-4c97-8b98-e2c0a67ed603 · outbound

This paper cites doi: 10.18653/v1/2024.naacl-short.69.

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models doi: 10.18653/v1/2024.naacl-short.69

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-08T17:53:22.906066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:53:22.906066Z digest=sha256:7d3709111ef399975ea949e91e9601b43c6449e3e8e203e7d72b84f5b257bf54

Observation f8fb0791-dd49-473b-975a-e73ebf1461bb · outbound

This paper cites Should You Mask 15% in Masked Language Modeling?.

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models Should You Mask 15% in Masked Language Modeling?

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-08T17:53:22.954756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:53:22.954756Z digest=sha256:a12a47cd582d06b705c9437653aa928caf20359f24c19621942c2365f2858ae0

Observation dc7b5da8-ae21-4676-b66c-f7fcfb1f1891 · outbound

This paper cites Hallucination is Inevitable: An Innate Limitation of Large Language Models.

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models Hallucination is Inevitable: An Innate Limitation of Large Language Models

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-08T17:53:22.998970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:53:22.998970Z digest=sha256:0e1ea2cef27dfa58d7e14ba3e53e3e9a36d5844a8c86edfc262396a9e9bee91a

Observation 523cf776-2bbb-4806-a933-0c9ba1b87b18 · outbound

This paper cites doi: 10.18653/v1/D16-1264.

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models doi: 10.18653/v1/D16-1264

Reference 2016

Resolution
unresolved
no resolver link, observed 2026-08-08T17:53:22.869328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:53:22.869328Z digest=sha256:32c1e62de4e74fd5aa803a95185d7687534291c7375c4f198449bf7c2fa6c3f7

Observation 348234c3-8784-4852-9376-0110f1e37cdd · outbound

This paper cites TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension.

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension

Reference 2017

Resolution
unresolved
no resolver link, observed 2026-08-08T17:53:22.658319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:53:22.658319Z digest=sha256:31753faa53aa236a9caf6ec126c5321e85e66c46211aa0223e28661fff3579c5

Observation 9dd11735-8267-4343-b621-ed6627f33bac · outbound

This paper cites URL https://aclanthology.org/Q19-1026.

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models URL https://aclanthology.org/Q19-1026

Reference 2019

Resolution
malformed identifier
no resolver link, observed 2026-08-08T17:53:22.700595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:53:22.700595Z digest=sha256:21361c0202d99fc4f2047dc4a89ef1c29fe25eb5a80e36872aad830dd1c7d771

Observation dc23d39d-69a8-47d3-a2dd-1c4d5a1d66b2 · outbound

This paper cites Language Models are Few-Shot Learners.

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models Language Models are Few-Shot Learners

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-08T17:53:22.411899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:53:22.411899Z digest=sha256:31d45d10984041e7e610a355608e8b0d9fa9ccf6ba18974240122a52877626c0

Observation 3c0bd28c-fc5b-4559-a80f-3ee94f509aff · outbound

This paper cites Measuring Massive Multitask Language Understanding.

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models Measuring Massive Multitask Language Understanding

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-08T17:53:22.506772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:53:22.506772Z digest=sha256:4c3a335c3f08323fac376eab136c914566b14ebb15cb85a9d17a45316fc12fe8

Observation b2d2e66f-9ba1-42fd-8bcf-f82bd47ebe7b · outbound

This paper cites Training language models to follow instructions with human feedback.

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models Training language models to follow instructions with human feedback

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-08T17:53:22.837949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:53:22.837949Z digest=sha256:a61639e0a423447627716bf7b914174860f1f41eb30e714741476517ca872a25

Observation cc3fb786-5304-45ea-9761-bb58abf74860 · outbound

This paper cites SpQR: A Sparse-Quantized Representation for Near-Lossless LLM Weight Compression.

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models SpQR: A Sparse-Quantized Representation for Near-Lossless LLM Weight Compression

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-08T17:53:22.485037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:53:22.485037Z digest=sha256:1d3a29bd011fa07f3bdf6150ca276161cd44f995ee4570f4c96743d1e7768d40

Observation 01dcb5d8-3709-47a1-97eb-89fd91fa24d6 · outbound

This paper cites DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models.

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-08T17:53:22.458990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:53:22.458990Z digest=sha256:a133ee296e263a8c8e5ede88242cea4fa0f7abcdb2bd0b3411f7e7731eb65c7c

Pith citing papers

Observation 991af41e-6448-4256-ac9f-4dcd6a0e199b · inbound

Reducing Object Hallucination in Large Audio-Language Models via Audio-Aware Decoding cites this paper.

Reducing Object Hallucination in Large Audio-Language Models via Audio-Aware Decoding Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models

Reference 37

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:44:10.787886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:44:09.718208Z digest=sha256:94033c7f8b5324423542ed45882ad49392338dab470ef02ff451446cdb0a6626