Paper Citation Record · LEDGER

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding

As of 7 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2506.08371.

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

pith.paper-citation-record.v1
2506.08371 v2

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:20:55.277154Z

measured 22 of 22 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

22 of 22 outbound references displayed

verified exact0
verified fuzzy1
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 22340d41-c0f8-4318-a9e3-c089b5e5f9a3 · outbound

This paper cites online" 'onlinestring :=.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:55.131776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f560821b-ed3d-475e-94e3-17746a282da6 · outbound

This paper cites write newline.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:55.140968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2ad1d5b-dc84-4c39-a9cd-ad1eb99f49bb · outbound

This paper cites Make Your LLM Fully Utilize the Context.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding Make Your LLM Fully Utilize the Context

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:55.148150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a565b26-87c3-4261-97de-e74ca10fc471 · outbound

This paper cites an unresolved cited work.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:55.155847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d80dd8a5-983f-4bcd-a663-f44b6613d739 · outbound

This paper cites CoT-Kinetics: A Theoretical Modeling Assessing LRM Reasoning Process.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding CoT-Kinetics: A Theoretical Modeling Assessing LRM Reasoning Process

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:55.162537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aed66d1c-01bf-4b5b-976b-494cbb241e22 · outbound

This paper cites an unresolved cited work.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:20:55.721448Z

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 6a56952e-2a14-4894-89ec-4b95551ea6b4 · outbound

This paper cites Glass, and Pengcheng He.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding Glass, and Pengcheng He

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:55.177408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a989a06-909b-4198-abc9-4b161cd5540c · outbound

This paper cites From artificial needles to real haystacks: Im-proving retrieval capabilities in llms by fine-tuning on synthetic data.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding From artificial needles to real haystacks: Im-proving retrieval capabilities in llms by fine-tuning on synthetic data

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:20:55.684822Z

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 7cd6cf90-5c3a-444d-9617-fac948097a95 · outbound

This paper cites Evaluating Language Model Context Windows: A "Working Memory" Test and Inference-time Correction.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding Evaluating Language Model Context Windows: A "Working Memory" Test and Inference-time Correction

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:55.190659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f07ad0c8-e628-4a8e-86bb-35584d8a66d8 · outbound

This paper cites The Llama 3 Herd of Models.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding The Llama 3 Herd of Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:55.197663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97b68ce7-7d2c-4586-b838-d1cfc318b76a · outbound

This paper cites Multilingual Needle in a Haystack: Investigating Long-Context Behavior of Multilingual Large Language Models.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding Multilingual Needle in a Haystack: Investigating Long-Context Behavior of Multilingual Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:55.203584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aeede500-a2a0-43f9-8064-025b31febbea · outbound

This paper cites an unresolved cited work.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:20:55.655703Z

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 22837b0d-2bab-4f31-b0af-1c45807672f9 · outbound

This paper cites Found in the Middle: Calibrating Positional Attention Bias Improves Long Context Utilization.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding Found in the Middle: Calibrating Positional Attention Bias Improves Long Context Utilization

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:55.216298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c428adf-d3eb-4359-b37c-145f2c8f6b5e · outbound

This paper cites an unresolved cited work.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:55.223018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec8a071c-1b83-41fe-9eff-c11902385c2c · outbound

This paper cites Insights into LLM Long-Context Failures: When Transformers Know but Don't Tell.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding Insights into LLM Long-Context Failures: When Transformers Know but Don't Tell

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:55.232167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3e08c86-2167-4280-b2fc-33853774e7f6 · outbound

This paper cites Attention Sorting Combats Recency Bias In Long Context Language Models.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding Attention Sorting Combats Recency Bias In Long Context Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:55.238227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d3e4229-4ea6-46ef-b76f-cc00acb44a7d · outbound

This paper cites an unresolved cited work.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:20:55.613223Z

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 eeac24b8-50d4-4309-8b26-33a3e4b10ace · outbound

This paper cites an unresolved cited work.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:55.250659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6847659-61a6-45be-9125-9019e9fa5245 · outbound

This paper cites an unresolved cited work.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:20:55.576697Z

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 1599788b-6366-416c-bc9e-5d9f96e714d6 · outbound

This paper cites Training With "Paraphrasing the Original Text" Teaches LLM to Better Retrieve in Long-context Tasks.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding Training With "Paraphrasing the Original Text" Teaches LLM to Better Retrieve in Long-context Tasks

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:55.263516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a643c400-8d69-409a-b7b8-f07d8613d21b · outbound

This paper cites an unresolved cited work.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:20:55.555749Z

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 bc403ef4-d344-488c-89e7-567b10a05016 · outbound

This paper cites Found in the Middle: How Language Models Use Long Contexts Better via Plug-and-Play Positional Encoding.

Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding Found in the Middle: How Language Models Use Long Contexts Better via Plug-and-Play Positional Encoding

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:55.277154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.