Paper Citation Record · LEDGER

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model

As of 7 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2506.01266.

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

pith.paper-citation-record.v1
2506.01266 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:51:54.491362Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

47 of 47 outbound references displayed

verified exact4
verified fuzzy1
unresolved42
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b89bdda8-fa52-4c7e-af61-2f38f5c89343 · outbound

This paper cites online" 'onlinestring :=.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:45.272478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20acb898-7531-4fc2-bb9f-dc0e2bf351a9 · outbound

This paper cites write newline.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:45.304035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6be7d929-abbe-4758-b969-a3675539e5bb · outbound

This paper cites GPT-4 Technical Report.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model GPT-4 Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:45.333566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6863612-2737-4174-b008-bd3b3d3ee3ed · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:52:04.142692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a679713c-07ea-4dca-972a-26e73c51849d · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:45.395877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40eaaf01-ab00-4cdf-9bf9-0a05778f6242 · outbound

This paper cites Ziya2: Data-centric Learning is All LLMs Need.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Ziya2: Data-centric Learning is All LLMs Need

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:51:56.715361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 36a2baf0-7e55-4bb9-b8bb-0e73a5aa1061 · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:52:03.906447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 97cc80aa-5161-4654-8b2f-d7fee3097039 · outbound

This paper cites Transformer Feed-Forward Layers Build Predictions by Promoting Concepts in the Vocabulary Space.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Transformer Feed-Forward Layers Build Predictions by Promoting Concepts in the Vocabulary Space

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:45.524038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc021cae-e4ef-4b5b-ac49-42ecf781cdfc · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:45.599524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ab9c7df-6216-4c80-99c1-8961b32129b1 · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:52:03.678229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 13e5232a-b22d-41fe-aa7b-1a76b076c743 · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:52:03.501080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ade7bf5a-a4fd-4569-995c-73b5dfb92e7b · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:52:03.280322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b369b048-ffc6-4cff-9c81-0d800aa88605 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Adam: A Method for Stochastic Optimization

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:45.730983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b11ce9a-c206-4b83-b10c-f0812214de20 · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:52:03.119915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0928d240-736c-4e75-9763-2dd63715be2d · outbound

This paper cites GeDi: Generative Discriminator Guided Sequence Generation.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model GeDi: Generative Discriminator Guided Sequence Generation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:45.935133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a53f86f6-b837-4a99-ad2b-113983bc6c3b · outbound

This paper cites Self-Detoxifying Language Models via Toxification Reversal.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Self-Detoxifying Language Models via Toxification Reversal

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:46.053269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97660000-f33f-4754-8701-3310dbf88fb4 · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:52:02.974755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 016cd33c-8500-4650-950d-b7a098a65af6 · outbound

This paper cites Precision Knowledge Editing: Enhancing Safety in Large Language Models.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Precision Knowledge Editing: Enhancing Safety in Large Language Models

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:51:56.293516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b6b49cb8-5d42-4e9f-acc5-1c7f8bbca5fc · outbound

This paper cites In-context Vectors: Making In Context Learning More Effective and Controllable Through Latent Space Steering.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model In-context Vectors: Making In Context Learning More Effective and Controllable Through Latent Space Steering

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:46.326752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f92ee00c-3f18-48b7-9c1a-98bb007513a9 · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:46.402957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e86c3c7a-4930-48b7-830f-c729ad1297e0 · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:46.476104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac449988-62f8-4712-83df-351a9a7db8bb · outbound

This paper cites Efficient Estimation of Word Representations in Vector Space.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Efficient Estimation of Word Representations in Vector Space

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:46.551565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff750c46-6b22-4fb8-8a5a-04863c8fcb3e · outbound

This paper cites Parameter-Efficient Detoxification with Contrastive Decoding.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Parameter-Efficient Detoxification with Contrastive Decoding

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:51:55.719667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b4b8de2f-d822-4963-8cfd-74d13705dcb4 · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:52:02.781299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1eb3da40-2bbc-46d0-9eaf-6016d3d7e52c · outbound

This paper cites Steering Llama 2 via Contrastive Activation Addition.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Steering Llama 2 via Contrastive Activation Addition

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:46.840713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06349381-7883-45cd-a579-a66af14320c6 · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:52:02.616160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 10828be9-e92e-4d9d-b240-01634ddabaf0 · outbound

This paper cites Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, and Luke Zettlemoyer.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, and Luke Zettlemoyer

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:47.048666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0599b91-af16-4420-a3f3-76c91bd425d9 · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:52:02.435758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 00e05e4a-2bc7-486f-8c7b-66fe99146878 · outbound

This paper cites Manning, and Chelsea Finn.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Manning, and Chelsea Finn

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:52:02.287963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 26b6142c-5166-406b-927e-f24aae360ca7 · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:52:02.095429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 93a055b5-6c24-4c7b-883a-4ac523369648 · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:47.834752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eeabb20c-47ab-4542-8326-239378930f87 · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:47.904434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5d80c8a-968b-4eaf-905d-50cbfe38a651 · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:52:01.912627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4bb94026-2d27-4793-ae04-62a27ef08797 · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:52:01.205023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9edaf56a-78b6-45dd-aba5-94c27b9fddc4 · outbound

This paper cites ZEN 2.0: Continue Training and Adaption for N-gram Enhanced Text Encoders.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model ZEN 2.0: Continue Training and Adaption for N-gram Enhanced Text Encoders

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:48.152786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bed7ebfc-c274-4607-8b60-7f9b37f9d9cc · outbound

This paper cites Hashimoto.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Hashimoto

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:48.328718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c942f8a5-1c0f-49a6-825f-f6e59c35dc7e · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:48.514174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4eff3e0d-489d-4049-bfed-78516ee1fd8a · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:48.761372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3adda92-cfe3-46f2-bcda-1c03309856af · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:52:00.071296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ad73e881-8426-4ee9-bce3-a3e4cc3adf99 · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:51:59.500034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f6e667d0-dcb9-45be-841c-4b9768301b70 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:49.331347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation baa25229-99c8-470e-8a81-0cd560c40f4a · outbound

This paper cites Model Editing as a Robust and Denoised variant of DPO: A Case Study on Toxicity.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Model Editing as a Robust and Denoised variant of DPO: A Case Study on Toxicity

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:49.597443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e4da451-3a45-4c81-9d64-8d953cb11c8e · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:51:59.025581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 863f590a-89a7-40c0-8111-6dd071d76196 · outbound

This paper cites an unresolved cited work.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:51:57.530766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b1890723-a92b-423f-bed2-768d20cd11e2 · outbound

This paper cites Detoxifying Large Language Models via Knowledge Editing.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Detoxifying Large Language Models via Knowledge Editing

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:51.205902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f649639a-6536-4191-b00d-84b1bb1e4f21 · outbound

This paper cites Taiyi-Diffusion-XL: Advancing Bilingual Text-to-Image Generation with Large Vision-Language Model Support.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Taiyi-Diffusion-XL: Advancing Bilingual Text-to-Image Generation with Large Vision-Language Model Support

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:52.409165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7290928f-4e26-4d5d-a66e-63c19beb25be · outbound

This paper cites Position: Editing Large Language Models Poses Serious Safety Risks.

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model Position: Editing Large Language Models Poses Serious Safety Risks

Reference 47

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:51:55.414117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.