Paper Citation Record · LEDGER

Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding

As of 10 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 9 inbound Pith citation observations for arXiv:2502.01563.

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

pith.paper-citation-record.v1
2502.01563 v4

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T15:03:02.760143Z

measured 23 of 23 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 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-12T05:46:45.293902Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T09:09:43.221590Z

Reference resolution

14 of 14 outbound references displayed

verified exact0
verified fuzzy2
unresolved8
parse uncertain0
malformed identifier4
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eac6b215-9d94-4e80-a9bc-35d47158a67a · outbound

This paper cites an unresolved cited work.

Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-09T15:03:02.896354Z

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.

Observation 7bb69b89-ef7d-4537-8a5a-32cefabafac8 · outbound

This paper cites an unresolved cited work.

Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-09T15:03:02.954804Z

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.

Observation 0fb360ef-7249-4793-a7b9-3da879a3bb47 · outbound

This paper cites The Llama 3 Herd of Models.

Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding The Llama 3 Herd of Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-09T15:03:02.707504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6148e671-a4fa-4de3-aba6-f57b586e165b · outbound

This paper cites an unresolved cited work.

Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-09T15:03:02.940726Z

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.

Observation 2b1c81e0-764b-4622-aa2f-b1ae3733338e · outbound

This paper cites an unresolved cited work.

Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-09T15:03:02.926564Z

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.

Observation f464e44e-6a4d-47a4-8d01-1c4d321d11ff · outbound

This paper cites an unresolved cited work.

Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-09T15:03:02.911785Z

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.

Observation 304ec517-ccc2-44f7-af01-58306916c156 · outbound

This paper cites add norm,.

Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding add norm,

Reference 11

Resolution: malformed identifier; raw_fallback, observed 2026-08-09T15:03:02.882752Z

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.

Observation 8c4fcd3d-c30e-47ba-ac70-be1569100563 · outbound

This paper cites , wi−1) is extracted from the predicted probability tensor P by selecting the value corresponding to the actual token wi’s index in the vocabulary.

Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding , wi−1) is extracted from the predicted probability tensor P by selecting the value corresponding to the actual token wi’s index in the vocabulary

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T15:03:02.868906Z

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.

Observation 50a53ad2-ccc9-49f2-9601-055d8970a3de · outbound

This paper cites an unresolved cited work.

Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-09T15:03:02.854186Z

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.

Observation b2311d4d-c403-44fa-a33b-6dbc5aa78f44 · outbound

This paper cites poodlesque.

Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding poodlesque

Reference 14

Resolution: malformed identifier; raw_fallback, observed 2026-08-09T15:03:02.840344Z

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.

Observation 4f5670f6-5c38-4ead-a8c2-47688b547b50 · outbound

This paper cites Liu, H., Li, C., Wu, Q., and Lee, Y.

Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding Liu, H., Li, C., Wu, Q., and Lee, Y

Reference 2017

Resolution: malformed identifier; raw_fallback, observed 2026-08-09T15:03:02.969634Z

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.

Observation 6a8d3667-ff6a-452c-937b-eba6b092d4b7 · outbound

This paper cites Dao, T., Fu, D.

Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding Dao, T., Fu, D

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T15:03:02.984904Z

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.

Observation 94f3f7d4-0db5-4f15-a0bd-5206b888f86a · outbound

This paper cites Understanding the Interplay between Parametric and Contextual Knowledge for Large Language Models.

Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding Understanding the Interplay between Parametric and Contextual Knowledge for Large Language Models

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-09T15:03:02.697258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce1ad9c2-9d64-4a6c-8431-96dbc3d207ff · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding Gemma: Open Models Based on Gemini Research and Technology

Reference 2023

Resolution: malformed identifier; no resolver link, observed 2026-08-09T15:03:02.717734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation bf93ba74-5279-4adf-8c14-ab37143ef9c2 · inbound

Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents cites this paper.

Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding

Reference 109

Resolution: verified exact; arxiv_id, observed 2026-05-12T13:36:57.139599Z

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.

Observation be338f70-addb-4805-a9ef-1db84a9d396a · inbound

LongAct: Harnessing Intrinsic Activation Patterns for Long-Context Reinforcement Learning cites this paper.

LongAct: Harnessing Intrinsic Activation Patterns for Long-Context Reinforcement Learning Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-10T11:20:10.533330Z

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.

Observation 985854c6-e763-41a6-aca6-41b5241cf0cd · inbound

A Single Layer to Explain Them All:Understanding Massive Activations in Large Language Models cites this paper.

A Single Layer to Explain Them All:Understanding Massive Activations in Large Language Models Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:36:41.527286Z

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.

Observation 4a5771cc-95f9-49f5-b5ee-e1da544e81d2 · inbound

A Single Layer to Explain Them All:Understanding Massive Activations in Large Language Models cites this paper.

A Single Layer to Explain Them All:Understanding Massive Activations in Large Language Models Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-14T21:19:29.180766Z

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.

Observation 4030a12c-9df5-4cc2-9289-85fa8af370de · inbound

LoKA: Low-precision Kernel Applications for Recommendation Models At Scale cites this paper.

LoKA: Low-precision Kernel Applications for Recommendation Models At Scale Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:06:28.029189Z

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.

Observation 4e60b4aa-c5f9-4ed3-92ab-75ab388f872a · inbound

LoKA: Low-precision Kernel Applications for Recommendation Models At Scale cites this paper.

LoKA: Low-precision Kernel Applications for Recommendation Models At Scale Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-15T04:59:46.092023Z

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.

Observation 40471e3a-fd86-4eab-96cd-5acd8235482b · inbound

OScaR: The Occam's Razor for Extreme KV Cache Quantization in LLMs and Beyond cites this paper.

OScaR: The Occam's Razor for Extreme KV Cache Quantization in LLMs and Beyond Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-20T07:58:07.496041Z

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.

Observation 9407c463-6e47-4544-9aab-b4d6064dcfa1 · inbound

AgentLens: Interpretable Safety Steering via Mechanistic Subspaces for Multi-Turn Coding Agent cites this paper.

AgentLens: Interpretable Safety Steering via Mechanistic Subspaces for Multi-Turn Coding Agent Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-07-04T09:09:43.223797Z

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.

Observation 30aa4c26-1565-4d9d-a8d0-1338842f5912 · inbound

Awakening Diffusion Transformers: Eliciting Stronger Generation and Understanding via Massive Activation Modulation cites this paper.

Awakening Diffusion Transformers: Eliciting Stronger Generation and Understanding via Massive Activation Modulation Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-12T05:46:45.293902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.