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Paper Citation Record · LEDGER

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing

As of 12 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2412.12821.

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

pith.paper-citation-record.v1
2412.12821 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:47:10.445508Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

52 of 52 outbound references displayed

  • verified exact2
  • verified fuzzy3
  • unresolved47
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 57d762c4-b27f-4cc7-a289-f7d6e0561fcf · outbound

This paper cites an unresolved cited work.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Unresolved cited work

Reference 1

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raw_fallback, observed 2026-08-11T13:47:11.614076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:47:10.090647Z digest=sha256:ab0cede7961a72306c21eb5d832c7edeee645a66a0bbf0a8487bdb4d2bfe97f9

Observation 27e5640b-06de-4c95-a9d4-e183eb8da299 · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 2

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source=arxiv_source observed=2026-08-11T13:47:10.096934Z digest=sha256:e6f9f701d0f8ce9cb764d470bee1c2c32aaa91f97259b2947b29402e41e1c5b6

Observation 86d99e30-a669-4abf-9a63-0cd59c6a7477 · outbound

This paper cites Language Models are Few-Shot Learners.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Language Models are Few-Shot Learners

Reference 3

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source=arxiv_source observed=2026-08-11T13:47:10.104836Z digest=sha256:f5605b113ce50e71387c3fcd4d961457ff0b33f8a4bee098e085560fc96ba1f6

Observation 2acebd2b-437a-4ebf-bf76-36fd7cf21456 · outbound

This paper cites Knowledgeable or Educated Guess? Revisiting Language Models as Knowledge Bases.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Knowledgeable or Educated Guess? Revisiting Language Models as Knowledge Bases

Reference 4

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no resolver link, observed 2026-08-11T13:47:10.111219Z

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source=arxiv_source observed=2026-08-11T13:47:10.111219Z digest=sha256:d36a0cb10c4a3a1c6b2ba3c52f34681fc4a3ce618f313c7c52c458adc780b927

Observation a3409c30-25b9-4d57-82f1-0952446c97c4 · outbound

This paper cites Lifelong Knowledge Editing for LLMs with Retrieval-Augmented Continuous Prompt Learning.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Lifelong Knowledge Editing for LLMs with Retrieval-Augmented Continuous Prompt Learning

Reference 5

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source=arxiv_source observed=2026-08-11T13:47:10.117575Z digest=sha256:a153fa845922b114aad3aa76d7a7c45858e9a0b60152a630184eb0c9b9f25c86

Observation 04ee6f75-05f0-4f8a-9250-5f0964272050 · outbound

This paper cites Microsoft COCO Captions: Data Collection and Evaluation Server.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Microsoft COCO Captions: Data Collection and Evaluation Server

Reference 6

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Source-reported events for the cited work

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source=arxiv_source observed=2026-08-11T13:47:10.125095Z digest=sha256:9c3209a7e87670dec9d036c17e48e59096615f65af912a6d3e597f1bb7baf661

Observation 7eff4c9d-b507-475c-9e65-5b6e8d6e1aca · outbound

This paper cites Can We Edit Multimodal Large Language Models?.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Can We Edit Multimodal Large Language Models?

Reference 7

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source=arxiv_source observed=2026-08-11T13:47:10.131571Z digest=sha256:3f71e10e11384f9c0c9314c16261b55aa2ff9c9f283e5a1e6dd99aa7fd9afbd8

Observation 03fd64db-3374-4da9-b0e7-7949c78c742c · outbound

This paper cites Knowledge Neurons in Pretrained Transformers.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Knowledge Neurons in Pretrained Transformers

Reference 8

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source=arxiv_source observed=2026-08-11T13:47:10.138604Z digest=sha256:b37b5fb3a3850960fb8e7229100c7f6e29b1d27b47c35919fe594c240756cd63

Observation eb75ac9a-92b2-4ac9-bc13-00bd5b51a2b7 · outbound

This paper cites Editing Factual Knowledge in Language Models.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Editing Factual Knowledge in Language Models

Reference 9

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source=arxiv_source observed=2026-08-11T13:47:10.145803Z digest=sha256:b38c585f725eafa140003c5218017be9f4d2bf4c8941078a72a77f07cfc6f6a2

Observation 78dacf90-394e-4ba2-ab68-ad1ec8baf3d5 · outbound

This paper cites Everything is Editable: Extend Knowledge Editing to Unstructured Data in Large Language Models.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Everything is Editable: Extend Knowledge Editing to Unstructured Data in Large Language Models

Reference 10

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source=arxiv_source observed=2026-08-11T13:47:10.153523Z digest=sha256:85ab2172da3057eb3dfe360683149fdd5d91b381d856eed588c38acf61b21253

Observation da7caa23-9288-43d7-8d3a-67102af4f0e2 · outbound

This paper cites R.; Eisenschlos, J.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing R.; Eisenschlos, J

Reference 11

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raw_fallback, observed 2026-08-11T13:47:11.592655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:47:10.159375Z digest=sha256:89610a88684b5296ee95780ca9e5b0e374be6e195054b07a2881c0c40c607fd0

Observation 1501ea66-001f-4f2c-a1cb-5ea90ea239d7 · outbound

This paper cites GLM: General Language Model Pretraining with Autoregressive Blank Infilling.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing GLM: General Language Model Pretraining with Autoregressive Blank Infilling

Reference 12

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.164964Z digest=sha256:6f90ba3897ebf57f7b9560df0eefbe6debcbf7e5aca5067a235ae2311c104dee

Observation 1a12c068-0f69-42d4-82b7-9587a74d7f73 · outbound

This paper cites an unresolved cited work.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Unresolved cited work

Reference 13

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:47:10.170359Z digest=sha256:ecc3c5df5793efba7235df7cd9731d0611f4f3fe13ea58dfeb9bf76189245173

Observation 65f8e467-5e81-4938-ad6b-78e18d0eedb4 · outbound

This paper cites MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Reference 14

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source=arxiv_source observed=2026-08-11T13:47:10.175421Z digest=sha256:4e0cb9624db5b99617655746562adcb14a9beca0a6d151b23180043850921336

Observation 4c0160ef-f15c-43fb-92af-d6447de8b827 · outbound

This paper cites an unresolved cited work.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Unresolved cited work

Reference 15

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source=arxiv_source observed=2026-08-11T13:47:10.181174Z digest=sha256:c7b33620974d3ba2e797c5bdea3c94017768b26be87b65fce33e8e5eb7535ddd

Observation 31153096-82e8-4f23-b1ff-008ad6e131a4 · outbound

This paper cites J.; Guo, A.; Lin, C.; Grauman, K.; Luo, J.; and Bigham, J.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing J.; Guo, A.; Lin, C.; Grauman, K.; Luo, J.; and Bigham, J

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:47:10.187400Z digest=sha256:4ea576a22f801b4ae650b047f5405a139f2ab35f1308a68c182e60bfa1eb4b6c

Observation f94cb3a2-22c7-42c0-b3d4-89597eff4937 · outbound

This paper cites an unresolved cited work.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Unresolved cited work

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:47:10.193425Z digest=sha256:cacef20eb5aab5ad0a08b76c5a8eafd01bb794eab3d6fc6b48af9d7c95a5e2e6

Observation 02ea0ffd-bc85-4653-b53d-f27580530fb8 · outbound

This paper cites an unresolved cited work.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Unresolved cited work

Reference 18

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source=arxiv_source observed=2026-08-11T13:47:10.201824Z digest=sha256:3d29c3c3f7b034f4cd5e7ed0e01977574396af0018a3e14cfc39f06640216650

Observation ee33cd01-1cbd-4300-ae9d-62e4cfc48e12 · outbound

This paper cites an unresolved cited work.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Unresolved cited work

Reference 19

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:47:10.207211Z digest=sha256:383a9df435b8e7d8d989f54cd7a5265024922813af5e16526a740dfe18aeca7a

Observation bc06605e-232a-4cd5-991b-00233597906b · outbound

This paper cites WilKE: Wise-Layer Knowledge Editor for Lifelong Knowledge Editing.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing WilKE: Wise-Layer Knowledge Editor for Lifelong Knowledge Editing

Reference 20

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local_arxiv, observed 2026-08-11T13:47:10.983242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:47:10.214411Z digest=sha256:98754ae221fd1cc4b29efb90644c4346bcd566372f75b0e574351e40e9bb1c06

Observation 82aba7c6-01be-4fda-9353-7f14a3081fa3 · outbound

This paper cites VLKEB: A Large Vision-Language Model Knowledge Editing Benchmark.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing VLKEB: A Large Vision-Language Model Knowledge Editing Benchmark

Reference 21

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source=arxiv_source observed=2026-08-11T13:47:10.222440Z digest=sha256:b8c61a2c8167e6e1ba3ce402885ac3a073009bc9e700743e481ff8146eb69d58

Observation 08d89d71-e613-4d73-8c30-787fed73a53c · outbound

This paper cites Transformer-Patcher: One Mistake worth One Neuron.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Transformer-Patcher: One Mistake worth One Neuron

Reference 22

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source=arxiv_source observed=2026-08-11T13:47:10.230940Z digest=sha256:19765a5fbafcbaccd8c8f9cbb6758b91b1053c55b44188abf0bc634a9f1d09f9

Observation a573891f-1c1b-42bc-a195-196a1ad3941b · outbound

This paper cites A.; and Manning, C.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing A.; and Manning, C

Reference 23

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source=arxiv_source observed=2026-08-11T13:47:10.237346Z digest=sha256:73681f762cffddd9ea5b7dc0a558018837d5016ac65223d24ef497f87c37b981

Observation f191937e-84f9-4da9-bf32-adca4d8e3361 · outbound

This paper cites From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models

Reference 24

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source=arxiv_source observed=2026-08-11T13:47:10.243345Z digest=sha256:3cfd17d4f2dfaef2e0164e29e643f60fc0f5c4058f3e4c7fb6fa440ffadd1340

Observation cdbd162f-c4bd-4d82-8127-55e780abe318 · outbound

This paper cites an unresolved cited work.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Unresolved cited work

Reference 25

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source=arxiv_source observed=2026-08-11T13:47:10.250089Z digest=sha256:e7c7a1d9112fbb6e8f2b5f83bb1e3de8cc920bd02ed44b92cc2e46c77c2de5c0

Observation b4bc3883-d764-4eb1-82da-08ae1fbdef78 · outbound

This paper cites Evaluating Object Hallucination in Large Vision-Language Models.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Evaluating Object Hallucination in Large Vision-Language Models

Reference 26

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Observation 766e1baa-824f-42b5-b57a-09616bb18a44 · outbound

This paper cites an unresolved cited work.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Unresolved cited work

Reference 27

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.262655Z digest=sha256:ec04bfc2c12781059672b8cde13c090f5b6b9a72b7173353a9c5a44d103c7ee7

Observation 41db32f5-4695-44d4-b573-4ffb352941e1 · outbound

This paper cites an unresolved cited work.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Unresolved cited work

Reference 28

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.267987Z digest=sha256:5a137820c3cbe88565bdab6cbbf83df53ca1347d6d39d25e62043493e86d26a6

Observation 073f704f-c212-4ad9-a2f0-bc08a0926295 · outbound

This paper cites A Survey on Hallucination in Large Vision-Language Models.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing A Survey on Hallucination in Large Vision-Language Models

Reference 29

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no resolver link, observed 2026-08-11T13:47:10.275387Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.275387Z digest=sha256:a6301adbbb7f98e8bad254b49d84093f0ef34b307af555072f6f61a8c6c4e751

Observation 45dafc23-fc4b-40a8-acc9-a50c009a4bd7 · outbound

This paper cites MMBench: Is Your Multi-modal Model an All-around Player?.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing MMBench: Is Your Multi-modal Model an All-around Player?

Reference 30

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no resolver link, observed 2026-08-11T13:47:10.280761Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.280761Z digest=sha256:60af50d49b428b752d638db4637be91de022a8480b36f244ebcb962b359299a8

Observation ac5fa8b8-05f8-415d-9e88-2166ccb8904e · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 31

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source=arxiv_source observed=2026-08-11T13:47:10.287018Z digest=sha256:033fc95d572542c6539f1b62442fb50f2ee6ffb002bde7e5372dc7515efad064

Observation 59b5327c-abae-435a-82bf-736f3ddf5a48 · outbound

This paper cites an unresolved cited work.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Unresolved cited work

Reference 32

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no resolver link, observed 2026-08-11T13:47:10.293337Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.293337Z digest=sha256:4bafd5ab57536a2dc091228f4707ee21a0e10ca49da489da7b736d963dd63465

Observation e88bf4e2-1f08-4405-94a6-4942ce463bd1 · outbound

This paper cites D.; Gong, D.; Parvaneh, A.; Abbasnejad, E.; and van den Hengel, A.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing D.; Gong, D.; Parvaneh, A.; Abbasnejad, E.; and van den Hengel, A

Reference 33

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.298715Z digest=sha256:b02024274de797c3c882fca293824287514b019ac5864c383c8fb69f6e1ae233

Observation 1110f87d-3d9f-4555-844f-64c151b7cdcc · outbound

This paper cites an unresolved cited work.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Unresolved cited work

Reference 34

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raw_fallback, observed 2026-08-11T13:47:11.396886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:47:10.307579Z digest=sha256:df8046a4de72d013a24fdff84df130bc2962c95a0f70309f923d0c146290c8c2

Observation 227c665c-8dee-4679-ba0a-92590c2d9aea · outbound

This paper cites Fast Model Editing at Scale.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Fast Model Editing at Scale

Reference 35

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no resolver link, observed 2026-08-11T13:47:10.316993Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.316993Z digest=sha256:5c557e6e54dd2f4e8af7eba8b8682fa8c099126a7c5c2cb2b043bbb98c244d90

Observation e592e627-5edd-4870-9d94-6a1aa103d103 · outbound

This paper cites D.; and Finn, C.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing D.; and Finn, C

Reference 36

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source=arxiv_source observed=2026-08-11T13:47:10.323468Z digest=sha256:ea7df76e0a1497a970e2a8b25fc69c94fefc6ee446038ea47aa39aa6995e9474

Observation b2ff7216-49d3-4e20-9187-bc0529ec135e · outbound

This paper cites O.; Aljundi, R.; and Turner, R.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing O.; Aljundi, R.; and Turner, R

Reference 37

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verified fuzzy
raw_fallback, observed 2026-08-11T13:47:11.365123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 81eef166-18e5-4cbb-aa5b-207af4f16e00 · outbound

This paper cites W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al

Reference 38

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 1615e1fd-9215-4dcf-a55e-c9ddf2f5ba7d · outbound

This paper cites Visual Hallucination: Definition, Quantification, and Prescriptive Remediations.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Visual Hallucination: Definition, Quantification, and Prescriptive Remediations

Reference 39

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unresolved
no resolver link, observed 2026-08-11T13:47:10.353360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 237abd52-3109-4399-9b06-6d6aff07e9f7 · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 40

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unresolved
no resolver link, observed 2026-08-11T13:47:10.360195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 9bdbbf90-0494-4b82-b5ea-a3cb765de3b8 · outbound

This paper cites an unresolved cited work.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Unresolved cited work

Reference 41

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unresolved
no resolver link, observed 2026-08-11T13:47:10.365886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.365886Z digest=sha256:140d1102ddaa1e20148adc18cb5445fd8c83b5810ebaaac51d6dea11d322984e

Observation abe40325-4611-4a9a-ad7c-443465dafbe8 · outbound

This paper cites an unresolved cited work.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Unresolved cited work

Reference 42

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unresolved
no resolver link, observed 2026-08-11T13:47:10.372785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.372785Z digest=sha256:c29d33c33876bd868322c9d4293669995776daef540e99802aaf644345fa2783

Observation 2a64d7ea-f3e7-4d9c-b433-4244c22482dd · outbound

This paper cites Outdated Issue Aware Decoding for Reasoning Questions on Edited Knowledge.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Outdated Issue Aware Decoding for Reasoning Questions on Edited Knowledge

Reference 43

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verified exact
local_arxiv, observed 2026-08-11T13:47:10.659068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 6ffc9036-b64e-4176-966c-dc9ad85e40dc · outbound

This paper cites an unresolved cited work.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Unresolved cited work

Reference 44

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unresolved
no resolver link, observed 2026-08-11T13:47:10.384048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.384048Z digest=sha256:636f3dc93979565a13dc2e25efea82028c69f194471e80620dd5b4bc7b6fb54c

Observation 5bc491af-737c-4f04-af04-66e623f521fb · outbound

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

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 45

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unresolved
no resolver link, observed 2026-08-11T13:47:10.390089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.390089Z digest=sha256:2fa5f5c59787ff0dd09f620bc8fcd717ce34d1f9d1b8cacd45849647a15dc5b1

Observation a2d6d42d-8f6f-48d0-aa95-6c7796614c6c · outbound

This paper cites an unresolved cited work.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Unresolved cited work

Reference 46

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unresolved
no resolver link, observed 2026-08-11T13:47:10.397208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.397208Z digest=sha256:68bac21cd089eac7bc7220b9668ea8e5b854938aefe335e8669c2f5ca1d665ff

Observation 79ddd22b-0ecf-4dfa-a98c-78c32280844b · outbound

This paper cites MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities

Reference 47

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unresolved
no resolver link, observed 2026-08-11T13:47:10.405307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.405307Z digest=sha256:0042a67533976c56ede80589544b4040c285880ead6c95743f1baf0471232237

Observation 7ac46096-a532-4878-a610-ccaae8ad5191 · outbound

This paper cites A Survey of Large Language Models.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing A Survey of Large Language Models

Reference 48

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no resolver link, observed 2026-08-11T13:47:10.411945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.411945Z digest=sha256:222af85b00f6f22655fca41f81c4d3892a59770b0b3e627313452e63253dda7e

Observation 9345c245-17f6-487c-a1ea-7110f407e48a · outbound

This paper cites Can We Edit Factual Knowledge by In-Context Learning?.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing Can We Edit Factual Knowledge by In-Context Learning?

Reference 49

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unresolved
no resolver link, observed 2026-08-11T13:47:10.418614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.418614Z digest=sha256:6171734b9923154aaa1e075fa226c82174e2d15e92ee9c9cbe83e073a74a6eaf

Observation 3e990210-5b83-429c-b849-363c9bed3e82 · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 50

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unresolved
no resolver link, observed 2026-08-11T13:47:10.425523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.425523Z digest=sha256:ebaef49daece20e269ab965627abccc527eb5c63139866468f51a48e527b275c

Observation 3a88e135-cef5-4d21-af45-50a73ae8a205 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing , " * write output.state after.block = add.period write newline

Reference 51

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unresolved
no resolver link, observed 2026-08-11T13:47:10.433157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.433157Z digest=sha256:babb2628618f5c1f874062246ebaa05af3c065e83d23c6478b8d919cb34e6c03

Observation 84a3f000-69f1-4040-93d1-96421dd03946 · outbound

This paper cites write newline.

ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing write newline

Reference 52

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unresolved
no resolver link, observed 2026-08-11T13:47:10.445508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:47:10.445508Z digest=sha256:2dbd31d73599b4bd8819c952c6b9f367253aa0c571b35accd0c4fc15cd237339

Pith citing papers

No inbound Pith citation observations are available.