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Paper Citation Record · LEDGER

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs

As of 18 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 2 inbound Pith citation observations for arXiv:2505.09338.

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

pith.paper-citation-record.v1
2505.09338 v2

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:38:44.973899Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T23:14:59.323455Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-04T23:15:01.161961Z

Reference resolution

35 of 35 outbound references displayed

  • verified exact2
  • verified fuzzy2
  • unresolved31
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d2f8e1b6-eb2d-477e-b881-a2cda832227d · outbound

This paper cites online" 'onlinestring :=.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs online" 'onlinestring :=

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:43.515419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:38:43.515419Z digest=sha256:96f1afa1ca34a6c2fa5d93b4e083befd588a03c7e4909ca0beae2f4ec40fff34

Observation a9830782-f29a-4989-b207-c1b4ec9edfb9 · outbound

This paper cites write newline.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs write newline

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:43.638382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:38:43.638382Z digest=sha256:46dab9c59c390e37d96c7e4cea2c6afe6f4ef8bbd704ba3bcdfa8a38ff8d956c

Observation dcc755e0-39a0-4a47-8b31-3d041dc16d70 · outbound

This paper cites Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:43.680871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:38:43.680871Z digest=sha256:ec381b735c22eb9f33069242f40c3f23ba90255b6cc7d77ef479c4f9cef0d7e5

Observation c0c571ab-4644-431d-bfba-2812f5d1f6de · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:38:47.157459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-15T21:38:43.693523Z digest=sha256:728e77ace62a7546505a4eb6fc9005d5d0b302f3b7f8133c8dd094938b9c3092

Observation ef63b140-ae74-4547-af94-0c159b10a0be · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:38:47.083163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-15T21:38:43.708495Z digest=sha256:a9cd52faf324a1b0b9420e5cc7e9f40bffb1895f69c1245c4489c90b5a34ad52

Observation 44c8d973-fc5c-4d9f-9415-67666bf9934a · outbound

This paper cites Brennan and Herbert H.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Brennan and Herbert H

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:38:46.949246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-15T21:38:43.720176Z digest=sha256:7b5af11c71b0efa7d295abd29bbb098d6f38023f24c048f72ae229733f4a1349

Observation 63b0f86e-abad-407a-8c27-c0c4a1481088 · outbound

This paper cites Language Models are Few-Shot Learners.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Language Models are Few-Shot Learners

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:43.728545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:38:43.728545Z digest=sha256:5b42c2429c21a64c35c369ba20c1ddfadec323926ada468f9feee3fc2a178e39

Observation 48c11cfe-bbb3-4636-aa33-bd4f558ea6bc · outbound

This paper cites Induction Heads as an Essential Mechanism for Pattern Matching in In-context Learning.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Induction Heads as an Essential Mechanism for Pattern Matching in In-context Learning

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:43.735635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:38:43.735635Z digest=sha256:d87210679c5359a35c677a8ec8b23943fa8528ece3b3c0672c47c4cec0fdc669

Observation 52f4d5ac-3e7a-4aab-aac5-dba48e1953fb · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:43.757250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:38:43.757250Z digest=sha256:3af30d2c048f4054cf987d6c0fa78b0d007c4a716cc14740629d1b4384a6a738

Observation 2b4102f9-3450-42db-b3c9-7b3deec14fae · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:43.809476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:38:43.809476Z digest=sha256:efc831443053c418016f2a74448dc5ee20a6e462ab560b68fdaee2b47e9df5b6

Observation c26c2241-51d2-442e-a007-c80668d90081 · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:38:46.776153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-15T21:38:43.914158Z digest=sha256:48281f730aa9b9a8dd79c04b00fc7af6306bd26e0cf9fada9bcdfd6bcdc10ab7

Observation 68d6df9a-423d-456b-91f6-d581004d26cc · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:38:46.717003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-15T21:38:43.964158Z digest=sha256:baf5a78921df179f63ef6dabefc577993c183c4e8580dc70d67329835eee687a

Observation 028155a0-2ca3-4ac2-a63a-afb1f12e1f87 · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 13

Resolution
verified exact
doi, observed 2026-08-15T21:38:45.544895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-15T21:38:44.004794Z digest=sha256:94120dd3a331affa61fb5cccd97814f12f629c7825f958f1be78d12c78d4ac1f

Observation 65db613f-3de2-4860-ad7e-2388c611e771 · outbound

This paper cites Memorization in In-Context Learning.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Memorization in In-Context Learning

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:44.017809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:38:44.017809Z digest=sha256:b3231c003dc5d78d1f6ac6132b4274e67c4b88cee1528a3e24c0feb63e7abeac

Observation 1c54abec-0639-464a-a2ad-ce3062cbff67 · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:38:46.604818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-15T21:38:44.026496Z digest=sha256:4f166071d9d2daab13e486f92340e91a9b850dee674ad7089a416dacb64ddddc

Observation 70f86962-9749-4a82-908f-940f0bcb1ec6 · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:44.033642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:38:44.033642Z digest=sha256:5d449ee3f2a3434561d217bd42b076699213aacdacd64b7acc41f0a458beadbf

Observation cfc7be5a-0148-46b9-a93e-9619140336fe · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:44.041040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:38:44.041040Z digest=sha256:795d7a8c442a499e8d5b4b03bc246f502c8b316a9d43eeb319e9e619373a8b1b

Observation 93ac099c-04b7-4eff-b1eb-d792d677f347 · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:38:46.550777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-15T21:38:44.050073Z digest=sha256:7b6eb50b10e4243f38b2cfca0f893c99b1c639fbe4c82444ba3abf940fd59e47

Observation 9539d6f4-ad80-4e1b-8469-136cf02f6e18 · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:38:46.475530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-15T21:38:44.059769Z digest=sha256:5a3f50dbd9e2214f1333950d5771bec98981da82543bc6a7f6ca5367f242eee0

Observation 7851eecb-59f7-41d7-b672-654033a4f82f · outbound

This paper cites The Hydra Effect: Emergent Self-repair in Language Model Computations.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs The Hydra Effect: Emergent Self-repair in Language Model Computations

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:44.103693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:38:44.103693Z digest=sha256:a9ebc804063ae17e65f30795969266e3b8c534dd66fd72963060b83418a18fae

Observation 23a1a484-ecc6-42cd-b389-24f408fafd22 · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:44.233768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:38:44.233768Z digest=sha256:7c1499f91579eab78b0142c7f858a8c4f30c7851c882f01300e604640336e101

Observation 7360df35-b173-4e4d-9f87-5cd6c86abfc8 · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:38:46.368961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-15T21:38:44.264563Z digest=sha256:8821a49ed2e97ae573b283735f37132e7cd84cbdbf34f52e6a84508820658dd9

Observation 0c7d6d3c-3d09-412a-aed4-1ec5e713160a · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:38:46.280817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-15T21:38:44.271076Z digest=sha256:50e581e82200ef1cbf07f5ba1a0742ffa60246cbdeddf2695cea246ccc9872b1

Observation cd4076e8-7df1-40f1-bb51-159302b781dc · outbound

This paper cites Davis, Robin A.A.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Davis, Robin A.A

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:44.310883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:38:44.310883Z digest=sha256:74aeb793bf3c670cc6256aad49fc06bed97660236caa02ca6cbeedf5bcdfd5a6

Observation 9ea88ea4-5881-476c-9533-b3d907a781ba · outbound

This paper cites Florencia Assaneo.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Florencia Assaneo

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:44.344407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:38:44.344407Z digest=sha256:807075e778b628ee3d46fe34b14e55b9971de121be128b43423439b3cde95024

Observation 91101559-f388-4c5b-841e-d6a66e616068 · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:38:46.228620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-15T21:38:44.432710Z digest=sha256:9493d02f1a1b856fc8dbee263490c9a4f6e3131d88619cb4597a17a216bc05a9

Observation e3034093-dfff-48a5-ade4-1c4f300ffed2 · outbound

This paper cites Chi, Nathanael Sch \"a rli, and Denny Zhou.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Chi, Nathanael Sch \"a rli, and Denny Zhou

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:38:46.131790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-15T21:38:44.536072Z digest=sha256:482d6986bf7be0fb435677bab22bbb45d643a8cb66fc0ccce6a11d9b3889639c

Observation 68530aad-ab98-4598-9d9f-47537fe5367e · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:44.546895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:38:44.546895Z digest=sha256:be215d2ec3f5874b11b90e98ba729f22dd612b27df7670fd4712d1608a975565

Observation 018dad02-3ccd-4463-a3e9-0485222c5c9b · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs LLaMA: Open and Efficient Foundation Language Models

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:44.554832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:38:44.554832Z digest=sha256:f9b3bd0087f1f4dbac8079be45fbf681e93e572c3ba1de7420f940ced6f1b19b

Observation dc2488c3-e2e5-4063-b312-0e241f06b01d · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:38:46.033244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-15T21:38:44.562792Z digest=sha256:e8314cb2167ab8040a405e3ceb2a845481bde3e968da376ead221cb261cc2e0b

Observation 9bfd8c1c-7a42-490f-8262-aa9cc102b295 · outbound

This paper cites Measuring short-form factuality in large language models.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Measuring short-form factuality in large language models

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:44.694284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:38:44.694284Z digest=sha256:6cac1a1e618bc51737c7f3ca1289a94a37811fe4aee25d64f183efd1e8a425b4

Observation 48340fe5-97aa-47ff-ba3e-a05c3ea7848f · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:38:45.963974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-15T21:38:44.744908Z digest=sha256:71a83e0072ec0896e201063f1c87a34726b40c561ec4dde020d49e76295bb5ee

Observation 5c3f3f4f-6209-4710-b980-8c79cbb2d078 · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:38:45.939564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-15T21:38:44.761647Z digest=sha256:685785bf4b5132e31400532443252ea7abdb81fe46df939c1e91136c3ad88315

Observation f7a4cb15-51b8-4a18-951d-7c4e8cd0face · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:44.861784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:38:44.861784Z digest=sha256:c513b3ef5ccc9dbea70700a4f509d021b92e9b22450b31bdc8d06a44bc2197bb

Observation c8274376-7df1-4ba8-93e3-df2f3c562bc1 · outbound

This paper cites an unresolved cited work.

Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs Unresolved cited work

Reference 35

Resolution
verified exact
doi, observed 2026-08-15T21:38:45.196360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-15T21:38:44.973899Z digest=sha256:2933a9f82d360426fada3ca791ec3525359e72b0ff00d148bda2b036af1d147c

Pith citing papers

Observation 5983191d-2d46-4725-823b-401790e251ff · inbound

Understanding the Ability of LLMs to Handle Character-Level Perturbation cites this paper.

Understanding the Ability of LLMs to Handle Character-Level Perturbation Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-04T09:39:02.220558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:39:02.220558Z digest=sha256:e52a1cf121468c0edd8d0c9b24f2adb73d224ea23663b04c50fe0f0362be324b

Observation 927a1689-a244-4072-8c0d-8322e8cdeaa4 · inbound

Understanding Sparse Attention Selectivity in Long-Context Foundation Models via Counterfactual Evaluation cites this paper.

Understanding Sparse Attention Selectivity in Long-Context Foundation Models via Counterfactual Evaluation Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs

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source=arxiv_source observed=2026-08-04T23:14:59.323455Z digest=sha256:a2bfd76e8c138c670fe979fe4371007effdd95142411e10cd7c133497e8d9c9f