Pith. sign in

Paper Citation Record · LEDGER

Retrieval Head Mechanistically Explains Long-Context Factuality

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 62 inbound Pith citation observations for arXiv:2404.15574.

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

pith.paper-citation-record.v1
2404.15574 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 62 of 62 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:17:29.479315Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

1
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation c25c24a4-8f2c-4353-ae1c-8b957dc7ce3b · inbound

PyramidKV: Dynamic KV Cache Compression based on Pyramidal Information Funneling cites this paper.

PyramidKV: Dynamic KV Cache Compression based on Pyramidal Information Funneling Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-12T09:58:29.212025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-12T09:58:29.057357Z digest=sha256:9aa12e90b95260ddb18b015caeab20ba975ee54b405e97efeef98cddabee6e72

Observation e6564002-5de1-46ec-94b7-1698ddbae20a · inbound

MiniKV: Pushing the Limits of LLM Inference via 2-Bit Layer-Discriminative KV Cache cites this paper.

MiniKV: Pushing the Limits of LLM Inference via 2-Bit Layer-Discriminative KV Cache Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-12T11:37:07.659393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T11:37:07.659393Z digest=sha256:99bc2ac1821fcf25f3b0e12e39e6974045104d4fd76cd902db057e94dc52a717

Observation b4fab4bd-f1be-45ec-8d9c-9b863cffc5e8 · inbound

DENIAHL: In-Context Features Influence LLM Needle-In-A-Haystack Abilities cites this paper.

DENIAHL: In-Context Features Influence LLM Needle-In-A-Haystack Abilities Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-12T10:17:30.325277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T10:17:30.325277Z digest=sha256:0404ebce4775aca6a28b0a63c9f250048bb6391839c71bb0317bf6c563e5ed23

Observation 2c2e8ed2-e5df-4cb6-a374-105a8fccc643 · inbound

SCOPE: Optimizing Key-Value Cache Compression in Long-context Generation cites this paper.

SCOPE: Optimizing Key-Value Cache Compression in Long-context Generation Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-11T13:00:58.082752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:00:58.082752Z digest=sha256:1229a6ff0d096a29ec349836f1e458b98faebca2d92a50ed1511e5732d8051e6

Observation 79df74bb-f5ba-4c68-8ded-47b3a5571d29 · inbound

Attention Entropy is a Key Factor: An Analysis of Parallel Context Encoding with Full-attention-based Pre-trained Language Models cites this paper.

Attention Entropy is a Key Factor: An Analysis of Parallel Context Encoding with Full-attention-based Pre-trained Language Models Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-11T10:33:43.116002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T10:33:43.116002Z digest=sha256:ef53f97fba7fc3383555b1afef949c9b7442d20e832e412689d7b57247f4f3c7

Observation 869874cb-d34a-415b-995d-a41bca3b2f75 · inbound

A Survey on Large Language Model Acceleration based on KV Cache Management cites this paper.

A Survey on Large Language Model Acceleration based on KV Cache Management Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 148

Resolution
unresolved
no resolver link, observed 2026-08-11T00:38:48.336531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:38:48.336531Z digest=sha256:455199725da2cbeaf739454f7bf6634b7a000eebb73a565948d7a3d552f5e3bb

Observation 68c8b5e5-fd10-44d4-9ead-1bba07f67a39 · inbound

Dynamic Attention-Guided Context Decoding for Mitigating Context Faithfulness Hallucinations in Large Language Models cites this paper.

Dynamic Attention-Guided Context Decoding for Mitigating Context Faithfulness Hallucinations in Large Language Models Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-10T22:42:11.315885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T22:42:11.315885Z digest=sha256:b760015b4222db507713f3489694333ec0483f8c5c27d96f6b949c9751573467

Observation 03fc56b7-bc1a-45b5-8d83-9c7a0300f6f4 · inbound

Eliciting In-context Retrieval and Reasoning for Long-context Large Language Models cites this paper.

Eliciting In-context Retrieval and Reasoning for Long-context Large Language Models Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-10T20:33:22.753472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:33:22.753472Z digest=sha256:d0482636b47ab1ec5373018da462889e1201f012b6d49fadfbec3716d0dbed7f

Observation 623b0289-806d-4128-9d20-8bd2dfd7465c · inbound

Efficient Prompt Compression with Evaluator Heads for Long-Context Transformer Inference cites this paper.

Efficient Prompt Compression with Evaluator Heads for Long-Context Transformer Inference Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-10T16:40:36.772401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T16:40:36.772401Z digest=sha256:9c4191b03bd4413a5cc09688d6258c039892724258fae99554614b2933d1db6d

Observation 0ed788b9-6d83-46d6-9767-f1fef880d790 · inbound

Improving Contextual Faithfulness of Large Language Models via Retrieval Heads-Induced Optimization cites this paper.

Improving Contextual Faithfulness of Large Language Models via Retrieval Heads-Induced Optimization Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-10T15:51:52.638005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T15:51:52.638005Z digest=sha256:b22e7c4b9b2bdacf903ad42c98b980b2baa9f223441464225127d96838460d48

Observation 789e0f0c-50b4-4f78-83da-a4edb2d57cdc · inbound

Task-KV: Task-aware KV Cache Optimization via Semantic Differentiation of Attention Heads cites this paper.

Task-KV: Task-aware KV Cache Optimization via Semantic Differentiation of Attention Heads Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-10T14:41:05.037675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:41:05.037675Z digest=sha256:da623e0d5a278af46f52090386e93b53ceb21b0c4aef8500c436f73c1b94cfbb

Observation bfe100d2-a3c3-4b62-830a-a75d3e7ad1fd · inbound

LongDPO: Unlock Better Long-form Generation Abilities for LLMs via Critique-augmented Stepwise Information cites this paper.

LongDPO: Unlock Better Long-form Generation Abilities for LLMs via Critique-augmented Stepwise Information Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-09T13:25:52.101276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T13:25:52.101276Z digest=sha256:a206ccd307af132d0fe280470dee1198f733ac4001c8969d98395fee43b40e59

Observation a3e2b4d0-6647-42c4-8a7e-ec9194fab777 · inbound

CryptoX : Compositional Reasoning Evaluation of Large Language Models cites this paper.

CryptoX : Compositional Reasoning Evaluation of Large Language Models Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-08T18:34:26.794369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T18:34:26.794369Z digest=sha256:6431019c30595a67723e86e85d7e822e1e0ec8c4468bd25bae1fe87ed3384d80

Observation 2883a270-e414-4807-909d-47b065b6dd6b · inbound

Unveiling Simplicities of Attention: Adaptive Long-Context Head Identification cites this paper.

Unveiling Simplicities of Attention: Adaptive Long-Context Head Identification Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-08T13:46:11.433213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:46:11.433213Z digest=sha256:7c5b6f6c4265a787447131ff1a8e1545fe03cfee65af6ba6a52e1680843e228a

Observation 43524d81-0b94-4a4e-aba6-91c87d1ec87a · inbound

Understanding the Skill Gap in Recurrent Language Models: The Role of the Gather-and-Aggregate Mechanism cites this paper.

Understanding the Skill Gap in Recurrent Language Models: The Role of the Gather-and-Aggregate Mechanism Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-16T11:17:29.479315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-16T11:17:29.479315Z digest=sha256:e899fede77dec651aa3bf51ed60190a86bedd9e7b7a5f22a57e4b1dfb1c2a600

Observation 68f4bc23-0f97-4463-b84a-2221f2d7af7c · inbound

Towards Understanding the Nature of Attention with Low-Rank Sparse Decomposition cites this paper.

Towards Understanding the Nature of Attention with Low-Rank Sparse Decomposition Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-16T05:21:34.087163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-16T05:21:34.087163Z digest=sha256:faa8e1cdd302adf235f395ec100bbc7dd6d3cfa3eeff341cbafecebc0328392a

Observation 7d1e7c72-9bd7-49a3-8403-c1dcfea521f5 · inbound

AttentionInfluence: Adopting Attention Head Influence for Weak-to-Strong Pretraining Data Selection cites this paper.

AttentionInfluence: Adopting Attention Head Influence for Weak-to-Strong Pretraining Data Selection Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-15T22:23:36.581532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:23:36.581532Z digest=sha256:b8112c5df0aa56dc4cf16f34e208d5a8be93278825318ecadd96ac5e1e85ffe6

Observation 94619282-1e4e-48cd-8940-8dba8f746f5f · inbound

SEReDeEP: Hallucination Detection in Retrieval-Augmented Models via Semantic Entropy and Context-Parameter Fusion cites this paper.

SEReDeEP: Hallucination Detection in Retrieval-Augmented Models via Semantic Entropy and Context-Parameter Fusion Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-15T22:18:56.859224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:18:56.859224Z digest=sha256:3ba8bb28e705778d7532f4f51f4907d6480641b38efa3743ecfd972299f8476b

Observation c4a5725e-916b-458b-be25-4a4b7f704dc5 · inbound

CAFE: Retrieval Head-based Coarse-to-Fine Information Seeking to Enhance Multi-Document QA Capability cites this paper.

CAFE: Retrieval Head-based Coarse-to-Fine Information Seeking to Enhance Multi-Document QA Capability Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-15T21:23:46.804370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:23:46.804370Z digest=sha256:5204b83dfad1d47249f6e66844c95c159af459c8500e03a4f6916fcf656d4bac

Observation 07b867ad-aad0-49fb-b124-27f183b17be9 · inbound

Detection and Mitigation of Hallucination in Large Reasoning Models: A Mechanistic Perspective cites this paper.

Detection and Mitigation of Hallucination in Large Reasoning Models: A Mechanistic Perspective Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-15T20:28:19.112399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:28:19.112399Z digest=sha256:d1c57f1ef4e4b3741c4f6b55925121cd6d3683324eb494937d76b9cc3a4da953

Observation fc76bb3d-3cd3-4345-aecf-0d23c1613ce8 · inbound

Calm-Whisper: Reduce Whisper Hallucination On Non-Speech By Calming Crazy Heads Down cites this paper.

Calm-Whisper: Reduce Whisper Hallucination On Non-Speech By Calming Crazy Heads Down Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-15T20:27:12.008396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:27:12.008396Z digest=sha256:1c0dd2bb6ae5ab63be48f9ab2da607577af3845210bc7d595ef09d87befa6559

Observation 06e312a4-ee12-416a-9d35-8c51fd801692 · inbound

ALPS: Attention Localization and Pruning Strategy for Efficient Alignment of Large Language Models cites this paper.

ALPS: Attention Localization and Pruning Strategy for Efficient Alignment of Large Language Models Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-07T14:31:32.659055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:31:32.659055Z digest=sha256:9e8b5b729495331897e4f094d011384461805d77cd4859012435f76860823166

Observation 874f5005-6dad-4369-872e-2e58e5f8ba99 · inbound

Stochastic Chameleons: Irrelevant Context Hallucinations Reveal Class-Based (Mis)Generalization in LLMs cites this paper.

Stochastic Chameleons: Irrelevant Context Hallucinations Reveal Class-Based (Mis)Generalization in LLMs Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T13:09:24.345384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:09:24.345384Z digest=sha256:41bb0297114ee1562bb8db7602cccb2e2d3ff746b623387c316ec31d3cc865b6

Observation 1928aaf2-3c6e-47ef-b15e-9150072269f2 · inbound

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering cites this paper.

REAL: Reading Out Transformer Activations for Precise Localization in Language Model Steering Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T05:19:30.093604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:19:30.093604Z digest=sha256:7302cd3db5175be72e588b7eeee20d883ff56818cefc7d634aba186889172a9b

Observation 94bf6f2b-6176-4f0c-922b-f484219d0d79 · inbound

From Concepts to Components: Concept-Agnostic Attention Module Discovery in Transformers cites this paper.

From Concepts to Components: Concept-Agnostic Attention Module Discovery in Transformers Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-15T19:17:52.481918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:17:52.481918Z digest=sha256:9d74a3cc1aca18b446ef8b07cbd0d06a4499abf2bc6f153520c689255363a3b5

Observation e426f948-c613-43ec-8792-f1c531e4f856 · inbound

Soft Head Selection for Injecting ICL-Derived Task Embeddings cites this paper.

Soft Head Selection for Injecting ICL-Derived Task Embeddings Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-19T02:41:59.760276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-19T02:41:52.906516Z digest=sha256:b23305c01c0c0cd7a5b4f097c87fefb62d659e3aff7887f5b4fd6a3786e855bf

Observation 37b53a26-9c28-44aa-b1c1-4b7b86c08fa2 · inbound

Which Heads Matter for Reasoning? RL-Guided KV Cache Compression cites this paper.

Which Heads Matter for Reasoning? RL-Guided KV Cache Compression Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 1996

Resolution
unresolved
no resolver link, observed 2026-08-04T10:50:10.696555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:50:10.696555Z digest=sha256:e95e0783066135f75d23e957f2250e5575606f0437a00f9b2a9351b99a781b08

Observation 40b49129-f577-47ca-9319-2c48cba3e381 · inbound

BLASST: Dynamic BLocked Attention Sparsity via Softmax Thresholding cites this paper.

BLASST: Dynamic BLocked Attention Sparsity via Softmax Thresholding Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-16T22:21:18.643653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-16T22:20:53.856657Z digest=sha256:8e24f365a43fc8e5754d000b806d4f2863a071e07df86d26f3e2f825c0646e05

Observation 0f6073a3-80ac-45c4-a703-1a5a745be248 · inbound

RAT+: Train Dense, Infer Sparse -- Recurrence Augmented Attention for Dilated Inference cites this paper.

RAT+: Train Dense, Infer Sparse -- Recurrence Augmented Attention for Dilated Inference Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-05-15T21:00:17.924977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-15T20:59:33.902420Z digest=sha256:f5c26ca6433df7c9a0cd94a483f27d63bb9ef048916d49702a0ae6375c55ca51

Observation 8670b514-1a85-49a2-834f-e3d601c544c2 · inbound

RAT+: Train Dense, Infer Sparse -- Recurrence Augmented Attention for Dilated Inference cites this paper.

RAT+: Train Dense, Infer Sparse -- Recurrence Augmented Attention for Dilated Inference Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-05-21T12:50:09.515334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-21T12:45:27.150368Z digest=sha256:7e802f6a18ba3a3ea3f7e6161ba903c0b37281849c94293b9f6b252d636107df

Observation e30a9bc2-9ed5-477d-bc72-74b9468cd27e · inbound

RAT+: Train Dense, Infer Sparse -- Recurrence Augmented Attention for Dilated Inference cites this paper.

RAT+: Train Dense, Infer Sparse -- Recurrence Augmented Attention for Dilated Inference Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-02T22:05:43.047950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T22:05:43.047950Z digest=sha256:bd1a09cc66458cc53a6f1e5e0b5b3ac903c96aad7147df2187da7f596953163d

Observation da03d3dc-8ccb-4d84-9f9a-57d58a16e110 · inbound

Are Finer Citations Always Better? Rethinking Granularity for Attributed Generation cites this paper.

Are Finer Citations Always Better? Rethinking Granularity for Attributed Generation Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 3

Resolution
metadata mismatch
arxiv_id, observed 2026-05-13T22:18:20.956733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-13T22:16:59.395035Z digest=sha256:8f04d1c0d790fd470a460a171b9104aab6ab16bb100d2546303de4e69b1c7773

Observation f09ae757-7ccc-4261-ad6c-213ca538b80f · inbound

ART: Attention Replacement Technique to Improve Factuality in LLMs cites this paper.

ART: Attention Replacement Technique to Improve Factuality in LLMs Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 10

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T22:30:51.013361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-10T19:48:22.430128Z digest=sha256:d50eb3269af9920fbc219493b852ab161ae96f461c7d02ccdbae1cda657adeac

Observation d6282e81-555f-473f-8ae6-b95b4a034277 · inbound

Flux Attention: Context-Aware Hybrid Attention for Efficient LLMs Inference cites this paper.

Flux Attention: Context-Aware Hybrid Attention for Efficient LLMs Inference Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:25:58.282169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-10T17:39:18.387881Z digest=sha256:f8700daa62dbe7a9f1b5bc00bd9112f96eea79eb4f239400e6c8ae290b52ca1f

Observation 8c3d063c-82c7-4918-89f1-b4a0aea98836 · inbound

One Token per Highly Selective Frame: Towards Extreme Compression for Long Video Understanding cites this paper.

One Token per Highly Selective Frame: Towards Extreme Compression for Long Video Understanding Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 66

Resolution
verified exact
arxiv_id, observed 2026-05-10T13:30:26.603104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-10T13:28:58.920442Z digest=sha256:a45df0f98c148e8a8c404d2e802667262848d635468711c7115efd37d996fab2

Observation 8d25a5de-e80b-47cb-860f-946a24b502a2 · inbound

SAGE: Selective Attention-Guided Extraction for Token-Efficient Document Indexing cites this paper.

SAGE: Selective Attention-Guided Extraction for Token-Efficient Document Indexing Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:32:52.110230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-10T08:32:02.222528Z digest=sha256:af722af892be7e1ad4d77979f3479eb4a0a1761f59089f94f1b1cace2be2c156

Observation 0ed7fb54-ca73-439d-a957-4479188e25cf · inbound

Adversarial Humanities Benchmark: Results on Stylistic Robustness in Frontier Model Safety cites this paper.

Adversarial Humanities Benchmark: Results on Stylistic Robustness in Frontier Model Safety Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-11T12:01:06.406908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-05-10T04:17:43.880661Z digest=sha256:491e4b254b042f12480a1eb38d02b4364abf7f5567b0ac9c99a4e30a8f7634e2

Observation 1055c95e-54cc-4e24-b24e-756ec2155e0b · inbound

Understanding the Mechanism of Altruism in Large Language Models cites this paper.

Understanding the Mechanism of Altruism in Large Language Models Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 195

Resolution
verified exact
arxiv_id, observed 2026-05-11T13:31:02.448419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-05-10T01:36:50.329664Z digest=sha256:d9334e8d75c49e65731a850e6bb4d8ea88280024aa69df8cd1018ca53d78e424

Observation c14dbce6-0a15-41f3-a058-74b3f556c46f · inbound

CAST: Mitigating Object Hallucination in Large Vision-Language Models via Caption-Guided Visual Attention Steering cites this paper.

CAST: Mitigating Object Hallucination in Large Vision-Language Models via Caption-Guided Visual Attention Steering Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 62

Resolution
verified exact
arxiv_id, observed 2026-05-09T06:50:40.179491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-05-08T18:05:38.705480Z digest=sha256:cf5d00e5e1da76efb05f29e8586d165c5bcdc0ed86e9c7ee845863bf68ce6213

Observation 83011307-5a74-4abf-ab28-ff105b72adb2 · inbound

AB-Sparse: Sparse Attention with Adaptive Block Size for Accurate and Efficient Long-Context Inference cites this paper.

AB-Sparse: Sparse Attention with Adaptive Block Size for Accurate and Efficient Long-Context Inference Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-13T05:12:18.446385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-13T04:42:26.433689Z digest=sha256:bbefb509041905545ba14abe9d69afad7c3baae75cf69b00de752b0c302d8802

Observation d8d90c2d-d30f-4d4d-8a53-71606842e9df · inbound

The Readout Shortcut: Positional Number Copying Dominates Arithmetic CoT Readout in Small Language Models cites this paper.

The Readout Shortcut: Positional Number Copying Dominates Arithmetic CoT Readout in Small Language Models Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-25T06:30:25.619495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-05-25T06:27:42.024094Z digest=sha256:b8f7cfb80fe19b92098755a6b66687489ffed632b6d9100ed2ccc6d62cffae18

Observation 2c8dc8f6-514e-491e-a5cc-c4b3afe071fb · inbound

Give it Space! Explicit Disentangling of Positional and Semantic Representations in Encoders cites this paper.

Give it Space! Explicit Disentangling of Positional and Semantic Representations in Encoders Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-06-29T07:33:13.059096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-06-29T07:24:41.424801Z digest=sha256:b9746e8fa18e526efe10d72038c55434e4094c8b60f192b87be00f61648637d5

Observation f2f2ecda-b1a0-4497-b7eb-70bd75739a51 · inbound

Hallucinations as Orthogonal Noise: Inference-Time Manifold Alignment via Dynamic Contextual Orthogonalization cites this paper.

Hallucinations as Orthogonal Noise: Inference-Time Manifold Alignment via Dynamic Contextual Orthogonalization Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 76

Resolution
verified exact
arxiv_id, observed 2026-07-02T02:36:26.239126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-06-28T10:52:20.025188Z digest=sha256:f3bbe1b1b7d3fcdf51dea6524e0f1f40a6e75393889da3d6c49c8590733a459c

Observation b5dea5f8-61dd-47d1-86ba-6575ac55a39e · inbound

Characterize Then Distill: Mechanistic Reasoning in Large Output Spaces cites this paper.

Characterize Then Distill: Mechanistic Reasoning in Large Output Spaces Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-06-27T22:31:21.405693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-06-27T22:22:52.690010Z digest=sha256:1cc210b4b1e30df288501b05b5d86c93dba7cb6984b21eb9133e1b011c9e623e

Observation 4dd60dff-879d-4cbb-ab59-61ae2c9dec4d · inbound

Reroute, Don't Remove: Recoverable Visual Token Routing for Vision-Language Models cites this paper.

Reroute, Don't Remove: Recoverable Visual Token Routing for Vision-Language Models Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 68

Resolution
verified exact
arxiv_id, observed 2026-07-03T11:28:04.132960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-27T09:35:24.118536Z digest=sha256:44fcb0fca72d2ed40bb35bf950e7cd52a51a4f971ee08eb79d2c9023a344985e

Observation a2f1f760-524a-4b8b-aacc-c98f9b257fe3 · inbound

Plans Don't Persist: Why Context Management Is Load Bearing for LLM Agents cites this paper.

Plans Don't Persist: Why Context Management Is Load Bearing for LLM Agents Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-07-04T10:49:46.413877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-26T08:27:28.236073Z digest=sha256:93e3e00287fca7388a5fd237ed89d0bb22a784da0c86f2b9d9536c7a43c11cec

Observation 94232f49-3bdb-4648-a9d6-d62cbc59f373 · inbound

The Hitchhiker's Guide to Agentic AI: From Foundations to Systems cites this paper.

The Hitchhiker's Guide to Agentic AI: From Foundations to Systems Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 76

Resolution
verified exact
arxiv_id, observed 2026-07-04T11:09:46.556408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-26T08:09:57.542558Z digest=sha256:81b933bbca0fbe00fae87c1d61e7a66a777e0450f0bd33b6a16fe5ca6a9fbba0

Observation 488de992-fa8f-4a7a-b428-880c866322af · inbound

The Hitchhiker's Guide to Agentic AI: From Foundations to Systems cites this paper.

The Hitchhiker's Guide to Agentic AI: From Foundations to Systems Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-02T10:27:16.360917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T10:27:16.360917Z digest=sha256:f93f335f6182d9c6ca59784ba718fbc83be569ceb822824be572762803902676

Observation 865b57c6-8a11-46fb-8b50-4e3da91df5f2 · inbound

RaBitQCache: Rotated Binary Quantization for KVCache in Long Context LLM Inference cites this paper.

RaBitQCache: Rotated Binary Quantization for KVCache in Long Context LLM Inference Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-07-01T06:35:29.424849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-07-01T06:34:15.790154Z digest=sha256:d3a034f85dde164156702dd42f4c67d75e8e72e99ddba6d2520875805be13968

Observation 1b32c996-6318-4062-9b9c-0358ed8abc64 · inbound

Can Language Models Actually Retrieve In-Context? Drowning in Documents at Million Token Scale cites this paper.

Can Language Models Actually Retrieve In-Context? Drowning in Documents at Million Token Scale Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-07-03T20:48:55.237547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-03T20:43:40.938898Z digest=sha256:e6a2207e8eccb8ec944dbed00a97fb7037b173e8943fed11a37f3de5fb73f95d

Observation f2d88a32-13a5-4015-86b9-0447b7c05495 · inbound

Does Bielik Know What It Doesn't Know? Activation Dispersion Separates Entity Familiarity from Factual Reliability Across Model Scale cites this paper.

Does Bielik Know What It Doesn't Know? Activation Dispersion Separates Entity Familiarity from Factual Reliability Across Model Scale Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 37

Resolution
metadata mismatch
local_arxiv, observed 2026-07-10T18:27:31.299442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-07-10T18:22:48.495407Z digest=sha256:e290771531f490a3bef0e629e90ffd44a3c2fd331fbab96b32cec3ef8ac2023d

Observation ed5e8f83-7d83-4651-8cf3-9fea53745609 · inbound

One mechanism for many mental spaces: a shared router over a value slot in language models cites this paper.

One mechanism for many mental spaces: a shared router over a value slot in language models Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 9

Resolution
unresolved
no resolver link, observed 2026-07-14T13:13:40.183633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T13:13:40.183633Z digest=sha256:937c84eeae501cb68d3b5f25e2dd9c5ebf1fa14ea7e50a18994b62592990d3d9

Observation 16a6c4a1-837a-4788-9142-b4b3a08abc3e · inbound

One mechanism for many mental spaces: a shared router over a value slot in language models cites this paper.

One mechanism for many mental spaces: a shared router over a value slot in language models Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-02T07:26:55.925100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:26:55.925100Z digest=sha256:89375c0a90257e42ffd87d5a52928330380c90553f86f35752889f2a753d909e

Observation c2c9e142-0198-4fa5-88bd-1e5772c2407a · inbound

Belief-reality separation lives in routing over a shared value slot in language models cites this paper.

Belief-reality separation lives in routing over a shared value slot in language models Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-02T07:25:57.491651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:25:57.491651Z digest=sha256:36f65ad807819ade70f2522202e7d324f2f04d3856d4c3b6596637ba783b9a99

Observation 4cf497b2-3425-430b-b6a9-f74192599822 · inbound

Adaptive Filtering of the KV Cache: Diagnosing and Correcting Structural-Role Bias in LLM Inference cites this paper.

Adaptive Filtering of the KV Cache: Diagnosing and Correcting Structural-Role Bias in LLM Inference Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-02T05:58:46.900228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:58:46.900228Z digest=sha256:bd400385ba1607e1ab71d7e42922820cd2cae9b6047ad4ed7a89ece89e0947d4

Observation c5fcd489-85bd-4766-82cb-123fdc3d0930 · inbound

Graded Entity-Familiarity Readouts in Language Models: Polish Adaptation, Cross-Language Robustness, and Refusal Steering cites this paper.

Graded Entity-Familiarity Readouts in Language Models: Polish Adaptation, Cross-Language Robustness, and Refusal Steering Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-02T04:52:42.981569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T04:52:42.981569Z digest=sha256:90395bf3279e92e3ad91919e3de8ea1ac6802a447db8c381f38faf54aebe5fad

Observation 1e853122-4872-4cac-bba1-ae0c2a867d0b · inbound

Learning What Matters: Supervising Global Context Pruning with Causal Evidence Sets cites this paper.

Learning What Matters: Supervising Global Context Pruning with Causal Evidence Sets Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-01T07:14:37.993046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T07:14:37.993046Z digest=sha256:849b35a71b4aea2f9725fe80a93019628992037607e661d8845663736aa8a510

Observation 756c2e08-dfb1-4ea4-8065-39a27f4b7eff · inbound

HALT: Verification-Aware Stopping for Retrieval-Augmented Search Agents cites this paper.

HALT: Verification-Aware Stopping for Retrieval-Augmented Search Agents Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-04T16:52:13.962789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:52:13.962789Z digest=sha256:5e5c2e7e2d6f63e852ebb040755c56ccb12a69e6126304c92d8d154118cfdab8

Observation 0b671abe-cb60-4528-ab6d-ba4e4235f9f4 · inbound

HALT: Verification-Aware Stopping for Retrieval-Augmented Search Agents cites this paper.

HALT: Verification-Aware Stopping for Retrieval-Augmented Search Agents Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T00:16:07.269256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:16:07.269256Z digest=sha256:52bf20f5f3534baa84d1cb24abafb75449707c3b15caee08ffc0a16a958a9853

Observation 2f75ee32-cdc5-4134-9f55-3ba29a10b08b · inbound

PhyCheck: Fine-Grained Evidence-Grounded Dataset for Physical Law Understanding in Video-LLMs cites this paper.

PhyCheck: Fine-Grained Evidence-Grounded Dataset for Physical Law Understanding in Video-LLMs Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-04T13:43:52.718558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T13:43:52.718558Z digest=sha256:c722110a644c748e799bb31d25ddec75b6ccc35eec95e1bd371b2a902ed39d7a

Observation 58fc737b-3209-4016-90b0-cd5b545cbf89 · inbound

PhyCheck: Fine-Grained Evidence-Grounded Dataset for Physical Law Understanding in Video-LLMs cites this paper.

PhyCheck: Fine-Grained Evidence-Grounded Dataset for Physical Law Understanding in Video-LLMs Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-07T00:11:48.860067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:11:48.860067Z digest=sha256:e5f161ac2ccd3be80073c309065a493d68c77dd1bf83020a962468132542d5c1

Observation 2e5d1988-2bef-48a6-9b2f-af5cc683a795 · inbound

Towards Efficient Reasoning in LLM-Based Recommender Systems via Model Merging cites this paper.

Towards Efficient Reasoning in LLM-Based Recommender Systems via Model Merging Retrieval Head Mechanistically Explains Long-Context Factuality

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-15T14:24:17.162708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:24:17.162708Z digest=sha256:5bca192096d0f6966d46c949bd84962690195e9a27d927b6411058187b90e3c5