Paper Citation Record · LEDGER

BLINK: Multimodal Large Language Models Can See but Not Perceive

As of 5 August 2026, this Paper Citation Record lists 90 of 90 outbound references and 60 inbound Pith citation observations for arXiv:2404.12390.

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

pith.paper-citation-record.v1
2404.12390 v4

Coverage vector

measured 90 of 90 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-15T20:18:15.439163Z

measured 150 of 150 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 60 of 60 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T23:08:49.532620Z

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

90 of 90 outbound references displayed

verified exact4
verified fuzzy38
unresolved18
parse uncertain0
malformed identifier1
metadata mismatch29

External citation measurements

2
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation fcf71cd7-bd5a-48a6-857f-95277b0fa783 · outbound

This paper cites an unresolved cited work.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-05-15T20:18:15.762219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 93d55819-5eef-47df-922c-cecf99ea015b · outbound

This paper cites In: AAAI (2019) 10.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: AAAI (2019) 10

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.768026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation dfe95755-cdf2-487f-b0d0-d6ae0c098bae · outbound

This paper cites Advances in Neural Information Processing Systems35, 23716–23736 (2022) 2, 4, 22.

BLINK: Multimodal Large Language Models Can See but Not Perceive Advances in Neural Information Processing Systems35, 23716–23736 (2022) 2, 4, 22

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.771138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f55ea2a4-f1c8-482a-b894-d35b1898c965 · outbound

This paper cites In: Proceedings of the IEEE international conference on computer vision.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: Proceedings of the IEEE international conference on computer vision

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.773873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d50abe5a-8d1e-41da-a66e-4df0232e8cf2 · outbound

This paper cites OpenFlamingo: An Open-Source Framework for Training Large Autoregressive Vision-Language Models.

BLINK: Multimodal Large Language Models Can See but Not Perceive OpenFlamingo: An Open-Source Framework for Training Large Autoregressive Vision-Language Models

Reference 5

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T20:18:15.666166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b698a4e8-b64d-4f81-ae13-8a1661b32373 · outbound

This paper cites an unresolved cited work.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-05-15T20:18:15.776403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 52168342-21d1-4b73-8c7e-b36acd46bc7c · outbound

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

BLINK: Multimodal Large Language Models Can See but Not Perceive Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 7

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T20:18:15.619179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a4b4fa38-fef0-4f95-bd78-9c2c825e419d · outbound

This paper cites In: CVPR (2017) 3, 7.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: CVPR (2017) 3, 7

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.778804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5a7b5cd3-a7f7-4fac-84c2-11fe68dee4bc · outbound

This paper cites an unresolved cited work.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-05-15T20:18:15.781036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7254d039-d974-4a4c-bc93-e12cd269cf20 · outbound

This paper cites ACM Trans.

BLINK: Multimodal Large Language Models Can See but Not Perceive ACM Trans

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.783620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b8bad57a-08cb-4d1f-a0c4-6a097a15bc29 · outbound

This paper cites Towards Language Models That Can See: Computer Vision Through the LENS of Natural Language.

BLINK: Multimodal Large Language Models Can See but Not Perceive Towards Language Models That Can See: Computer Vision Through the LENS of Natural Language

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.599633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b72a520a-b593-4a50-a263-629843d8af92 · outbound

This paper cites In: 1993 (4th) International Conference on Computer Vision.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: 1993 (4th) International Conference on Computer Vision

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.786158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fed26eb1-3b7d-43be-a90e-39e4331dfbbb · outbound

This paper cites Advances in neural information processing systems33, 1877–1901 (2020) 4, 9, 11, 21, 22.

BLINK: Multimodal Large Language Models Can See but Not Perceive Advances in neural information processing systems33, 1877–1901 (2020) 4, 9, 11, 21, 22

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.788689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a9fe8895-9705-4417-a3fb-5a19979de761 · outbound

This paper cites ACM Trans.

BLINK: Multimodal Large Language Models Can See but Not Perceive ACM Trans

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.791003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2c66a042-f3bd-4b04-9676-7d13b331b5d2 · outbound

This paper cites In: CVPR (2021) 4.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: CVPR (2021) 4

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.793107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ac9a7f0f-0c40-48eb-83fd-5225b857aa86 · outbound

This paper cites an unresolved cited work.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-05-15T20:18:15.795278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 996ca3fc-1ad2-4bbe-8cf0-7c41edf64524 · outbound

This paper cites MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning.

BLINK: Multimodal Large Language Models Can See but Not Perceive MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T07:13:09.112362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 146fed86-e719-4157-a572-2704ba86e6f1 · outbound

This paper cites ShareGPT4V: Improving Large Multi-Modal Models with Better Captions.

BLINK: Multimodal Large Language Models Can See but Not Perceive ShareGPT4V: Improving Large Multi-Modal Models with Better Captions

Reference 18

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T20:18:15.593758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 46b2e885-baad-45ce-85c9-8704c2eed1ce · outbound

This paper cites Advances in neural information processing systems29 (2016) 3, 7, 8.

BLINK: Multimodal Large Language Models Can See but Not Perceive Advances in neural information processing systems29 (2016) 3, 7, 8

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.798544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 8cb85d00-298c-49aa-a09e-3e103837ffbe · outbound

This paper cites an unresolved cited work.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-05-15T20:18:15.800932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 21afd6bf-0673-4a84-9c75-5b750877a0df · outbound

This paper cites an unresolved cited work.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-05-15T20:18:15.803360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 998556e5-a872-49a4-9278-fa654d61a263 · outbound

This paper cites https://github.com/open-compass/opencompass (2023) 11.

BLINK: Multimodal Large Language Models Can See but Not Perceive https://github.com/open-compass/opencompass (2023) 11

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.805845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 0d8d7a4d-c62a-491b-9f6b-a5d314d42318 · outbound

This paper cites com/InternLM/xtuner (2023) 11, 12, 23, 24.

BLINK: Multimodal Large Language Models Can See but Not Perceive com/InternLM/xtuner (2023) 11, 12, 23, 24

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.808247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 267c7f17-6c3d-449f-9439-fc0dd8361675 · outbound

This paper cites an unresolved cited work.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-05-15T20:18:15.810690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b890ceed-b7cc-4a19-999e-3d6fd1dc3926 · outbound

This paper cites an unresolved cited work.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-05-15T20:18:15.813663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d4b6a04b-d8b2-46a4-8867-e734fd207a15 · outbound

This paper cites InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model.

BLINK: Multimodal Large Language Models Can See but Not Perceive InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T05:30:28.063870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c210f13f-37f6-4e5f-abb1-8a52e32644d6 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.816068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 881999c7-fa79-45d0-b917-f348e6369c1d · outbound

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

BLINK: Multimodal Large Language Models Can See but Not Perceive MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Reference 28

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T20:18:15.509047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5001d30e-24ca-480d-828c-8cacd8c79a23 · outbound

This paper cites an unresolved cited work.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-05-15T20:18:15.818380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5d08287a-8053-4e97-8d0d-dfe69ce9caae · outbound

This paper cites In: Findings of the Association for Computational Linguistics: ACL 2023.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: Findings of the Association for Computational Linguistics: ACL 2023

Reference 30

Resolution: malformed identifier; doi_truncated, observed 2026-05-15T20:18:15.490957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5a80d92d-f532-42ca-83d1-312f60f4cf4d · outbound

This paper cites 37 Wenyue Hua, Lizhou Fan, Lingyao Li, Kai Mei, Jianchao Ji, Yingqiang Ge, Libby Hemphill, and Yongfeng Zhang.

BLINK: Multimodal Large Language Models Can See but Not Perceive 37 Wenyue Hua, Lizhou Fan, Lingyao Li, Kai Mei, Jianchao Ji, Yingqiang Ge, Libby Hemphill, and Yongfeng Zhang

Reference 31

Resolution: metadata mismatch; doi, observed 2026-05-15T20:18:15.485601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 95663a59-111c-4a1c-9e73-ba265c6dcc19 · outbound

This paper cites Dynamic Clue Bottlenecks: Towards Interpretable-by-Design Visual Question Answering.

BLINK: Multimodal Large Language Models Can See but Not Perceive Dynamic Clue Bottlenecks: Towards Interpretable-by-Design Visual Question Answering

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.582600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d7c261a0-478f-475b-b63f-e59ab1eb3003 · outbound

This paper cites In: Conference on Computer Vision and Pattern Recognition (CVPR) (2017) 4.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: Conference on Computer Vision and Pattern Recognition (CVPR) (2017) 4

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.821099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2d3701d7-a80e-4cd3-a109-1f6dd3636a23 · outbound

This paper cites an unresolved cited work.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-05-15T20:18:15.823656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9cdd2190-f815-4841-9bcf-ced8e62c9fe2 · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.825953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 0bfe30f8-de75-4de1-a072-3d0165bfd8df · outbound

This paper cites In: Alvey vision conference.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: Alvey vision conference

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.828507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a030bb59-3043-41cb-89f5-d0b525733949 · outbound

This paper cites Cambridge university press (2003) 2.

BLINK: Multimodal Large Language Models Can See but Not Perceive Cambridge university press (2003) 2

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.831015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9a16ecd1-667b-4023-b391-602484d52b8b · outbound

This paper cites PromptCap: Prompt-Guided Task-Aware Image Captioning.

BLINK: Multimodal Large Language Models Can See but Not Perceive PromptCap: Prompt-Guided Task-Aware Image Captioning

Reference 38

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T20:18:15.672292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 532dd131-098b-434e-a28d-6f80c7074153 · outbound

This paper cites TIFA: Accurate and Interpretable Text-to-Image Faithfulness Evaluation with Question Answering.

BLINK: Multimodal Large Language Models Can See but Not Perceive TIFA: Accurate and Interpretable Text-to-Image Faithfulness Evaluation with Question Answering

Reference 39

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T20:18:15.689615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3b0a7b7e-1c97-493d-b1ad-5a7ae2346f39 · outbound

This paper cites Visual Program Distillation: Distilling Tools and Programmatic Reasoning into Vision-Language Models.

BLINK: Multimodal Large Language Models Can See but Not Perceive Visual Program Distillation: Distilling Tools and Programmatic Reasoning into Vision-Language Models

Reference 40

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T20:18:15.496968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 0b5a1051-327b-4ebf-8c93-0762dfdced0b · outbound

This paper cites International journal of computer vision123, 32–73 (2017) 3, 4.

BLINK: Multimodal Large Language Models Can See but Not Perceive International journal of computer vision123, 32–73 (2017) 3, 4

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.833614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7e6c7465-7eff-4c68-ae11-60ebfed00596 · outbound

This paper cites In: Proceedings of the IEEE/CVF International Conference on Computer Vision.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: Proceedings of the IEEE/CVF International Conference on Computer Vision

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.836030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1d5c8533-1aa0-446e-9863-d49c8d67f1cb · outbound

This paper cites SEED-Bench-2: Benchmarking Multimodal Large Language Models.

BLINK: Multimodal Large Language Models Can See but Not Perceive SEED-Bench-2: Benchmarking Multimodal Large Language Models

Reference 43

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T20:18:15.530071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 68ea6d96-69d5-4450-8375-3014c5517409 · outbound

This paper cites SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension.

BLINK: Multimodal Large Language Models Can See but Not Perceive SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension

Reference 44

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T20:18:15.545662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c1412af2-b079-464d-bc52-db91f758aca3 · outbound

This paper cites BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models.

BLINK: Multimodal Large Language Models Can See but Not Perceive BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models

Reference 45

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T20:18:15.558098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a6cadab9-e8d2-42c2-9ed3-29cf7110eab7 · outbound

This paper cites In: Computer Vision– ECCV 2014: 13th European Conference, Zurich, Switzerland, September 6-12, 2014, Proceedings, Part V 13.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: Computer Vision– ECCV 2014: 13th European Conference, Zurich, Switzerland, September 6-12, 2014, Proceedings, Part V 13

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.839038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a2d66600-7c1c-4a2f-9eaf-5685180dfec8 · outbound

This paper cites Transactions of the Association for Computational Linguistics11, 635–651 (2023) 2, 9, 21.

BLINK: Multimodal Large Language Models Can See but Not Perceive Transactions of the Association for Computational Linguistics11, 635–651 (2023) 2, 9, 21

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.841877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2da219b6-9c93-4953-8dcc-6bc7fbcd1f54 · outbound

This paper cites an unresolved cited work.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-05-15T20:18:15.844279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 14f5665c-0157-4308-98c8-275c83c14c88 · outbound

This paper cites an unresolved cited work.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-05-15T20:18:15.846689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 509e345e-cd95-4443-b391-bee8bc86f682 · outbound

This paper cites io/blog/2024-01-30-llava-next/ 2, 4, 8, 11, 12, 23, 24.

BLINK: Multimodal Large Language Models Can See but Not Perceive io/blog/2024-01-30-llava-next/ 2, 4, 8, 11, 12, 23, 24

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.849407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1dd3f07d-6473-444b-97a2-667afbffde6c · outbound

This paper cites Advances in neural information processing systems36 (2024) 2, 11.

BLINK: Multimodal Large Language Models Can See but Not Perceive Advances in neural information processing systems36 (2024) 2, 11

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.693679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation cf854146-2f12-47d1-acae-ff5f845c4577 · outbound

This paper cites an unresolved cited work.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-05-15T20:18:15.697244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 84113f97-4b89-46be-8fbb-382d41d8eb83 · outbound

This paper cites OCRBench: On the Hidden Mystery of OCR in Large Multimodal Models.

BLINK: Multimodal Large Language Models Can See but Not Perceive OCRBench: On the Hidden Mystery of OCR in Large Multimodal Models

Reference 53

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T09:55:36.035986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 434afe2a-894c-47b0-ab3b-eaacd2eeb993 · outbound

This paper cites an unresolved cited work.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-05-15T20:18:15.700983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a66033a4-545f-455c-9f27-947c3b512e4d · outbound

This paper cites In: Proceedings of the seventh IEEE international conference on computer vision.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: Proceedings of the seventh IEEE international conference on computer vision

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.704616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7673fcf4-7502-4ced-8300-5b3a687e1033 · outbound

This paper cites Unified-IO 2: Scaling Autoregressive Multimodal Models with Vision, Language, Audio, and Action.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unified-IO 2: Scaling Autoregressive Multimodal Models with Vision, Language, Audio, and Action

Reference 56

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T20:18:15.684545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 827638ea-6485-465e-b8cb-f6601dc6fd4e · outbound

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

BLINK: Multimodal Large Language Models Can See but Not Perceive MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 57

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T20:18:15.678753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation cc83e521-21b9-41d8-9c3e-aa999faf7126 · outbound

This paper cites MIT press (2010) 2.

BLINK: Multimodal Large Language Models Can See but Not Perceive MIT press (2010) 2

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.709099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 0eeac0e1-ac71-45ef-9a00-80fac5c18bb4 · outbound

This paper cites Science 194(4262), 283–287 (1976) 2.

BLINK: Multimodal Large Language Models Can See but Not Perceive Science 194(4262), 283–287 (1976) 2

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.713373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f49f3f48-d0ac-4389-8315-31b5ccd71c56 · outbound

This paper cites SPair-71k: A Large-scale Benchmark for Semantic Correspondence.

BLINK: Multimodal Large Language Models Can See but Not Perceive SPair-71k: A Large-scale Benchmark for Semantic Correspondence

Reference 60

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T20:18:15.503362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation bfb6c897-1a2e-4c19-be5e-fd2aee2e9fd9 · outbound

This paper cites Cambridge tiass., HIT479(480), 104 (1969) 2.

BLINK: Multimodal Large Language Models Can See but Not Perceive Cambridge tiass., HIT479(480), 104 (1969) 2

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.717033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1ed26a87-e17c-4207-8559-e3d004ac42b5 · outbound

This paper cites an unresolved cited work.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-05-15T20:18:15.720719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f91b33e7-a376-4ba9-ac0e-49845d32d7ce · outbound

This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.

BLINK: Multimodal Large Language Models Can See but Not Perceive SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 63

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T20:18:15.522936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7ff96374-5266-4210-a5a0-706d7dcf6277 · outbound

This paper cites In: International conference on machine learning.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: International conference on machine learning

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.724244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 410795db-2cbf-4622-a1a2-34c8ce65d5ff · outbound

This paper cites LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs.

BLINK: Multimodal Large Language Models Can See but Not Perceive LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs

Reference 65

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T20:18:15.537757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 33c1b918-6657-4f1a-8e24-48fcad2e8f2f · outbound

This paper cites In: European Conference on Computer Vision.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: European Conference on Computer Vision

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.728266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation dcb66970-d321-4245-98b2-a09e0c80b1e4 · outbound

This paper cites What does CLIP know about a red circle? Visual prompt engineering for VLMs.

BLINK: Multimodal Large Language Models Can See but Not Perceive What does CLIP know about a red circle? Visual prompt engineering for VLMs

Reference 67

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.551709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5eb3dfad-7ab7-465a-ac49-c3ca3ec61d1f · outbound

This paper cites CVPR (2021) 14.

BLINK: Multimodal Large Language Models Can See but Not Perceive CVPR (2021) 14

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.731452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b8d17ed1-6576-4d50-ad15-e05a10d25bd1 · outbound

This paper cites EVA-CLIP: Improved Training Techniques for CLIP at Scale.

BLINK: Multimodal Large Language Models Can See but Not Perceive EVA-CLIP: Improved Training Techniques for CLIP at Scale

Reference 69

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T20:18:15.564212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b4aef595-17b8-4569-bcd5-562b37ff4ffe · outbound

This paper cites Emergent Correspondence from Image Diffusion.

BLINK: Multimodal Large Language Models Can See but Not Perceive Emergent Correspondence from Image Diffusion

Reference 70

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.570881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c17df47c-94db-4fdc-82ff-2839578afde7 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

BLINK: Multimodal Large Language Models Can See but Not Perceive Gemini: A Family of Highly Capable Multimodal Models

Reference 71

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T20:18:15.576419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a7075c6b-8591-482f-83b5-e0ec6c073911 · outbound

This paper cites https://github.com/InternLM/InternLM (2023) 12, 23, 24.

BLINK: Multimodal Large Language Models Can See but Not Perceive https://github.com/InternLM/InternLM (2023) 12, 23, 24

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.734581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f4cae9cd-991d-4d5b-901a-c596728f644a · outbound

This paper cites an unresolved cited work.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-05-15T20:18:15.737730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2a3aae24-6ba9-4f12-96a2-661cbac603c4 · outbound

This paper cites IEEE Transactions on pattern analysis and machine intelligence24(9), 1226–1238 (2002) 2 20 Fu et al.

BLINK: Multimodal Large Language Models Can See but Not Perceive IEEE Transactions on pattern analysis and machine intelligence24(9), 1226–1238 (2002) 2 20 Fu et al

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.740549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c06fee5a-2d65-4152-a868-6783f875cfff · outbound

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

BLINK: Multimodal Large Language Models Can See but Not Perceive Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 75

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T20:18:15.588230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 56a1c8a3-f519-442d-a6bb-eb1cd0f04b5a · outbound

This paper cites In: Pro- ceedings of IEEE Conference on Computer Vision and Pattern Recognition.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: Pro- ceedings of IEEE Conference on Computer Vision and Pattern Recognition

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.743471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 96aa267c-ca6c-47f5-8249-15ff9908c10e · outbound

This paper cites an unresolved cited work.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-05-15T20:18:15.745998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 21050174-c0c5-400c-b14a-73891c3f4531 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

BLINK: Multimodal Large Language Models Can See but Not Perceive Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 78

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T20:18:15.606264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 8a04abfe-161d-49f3-96c3-2728f4fad943 · outbound

This paper cites DIRE for Diffusion-Generated Image Detection.

BLINK: Multimodal Large Language Models Can See but Not Perceive DIRE for Diffusion-Generated Image Detection

Reference 79

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T20:18:15.612995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fc6a34db-744a-4677-a780-d0a488b920e3 · outbound

This paper cites an unresolved cited work.

BLINK: Multimodal Large Language Models Can See but Not Perceive Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-05-15T20:18:15.748558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3be8907e-eadd-4f79-ab9f-c308f9a3827c · outbound

This paper cites List Items One by One: A New Data Source and Learning Paradigm for Multimodal LLMs.

BLINK: Multimodal Large Language Models Can See but Not Perceive List Items One by One: A New Data Source and Learning Paradigm for Multimodal LLMs

Reference 81

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T20:18:15.625753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f3fee5fc-46c8-4076-b40f-91e0f1a6489a · outbound

This paper cites Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V.

BLINK: Multimodal Large Language Models Can See but Not Perceive Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V

Reference 82

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T20:18:15.632677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7fced311-c5dd-45cc-9e03-b3a3fb4f3f82 · outbound

This paper cites In: CVPR (2024) 14.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: CVPR (2024) 14

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.751646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e8d55ce6-fd0d-41eb-80e4-30352dbd407a · outbound

This paper cites In: Proceedings of the AAAI Conference on Artificial Intelligence.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: Proceedings of the AAAI Conference on Artificial Intelligence

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.754381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 84fa579c-1abd-48d2-b560-b96da5f3a348 · outbound

This paper cites The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision).

BLINK: Multimodal Large Language Models Can See but Not Perceive The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision)

Reference 85

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T23:26:07.065720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 8daddfca-2328-4e99-867c-dfe394bb0e23 · outbound

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

BLINK: Multimodal Large Language Models Can See but Not Perceive MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities

Reference 86

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T20:18:15.655809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 566ba0cc-e3c3-4f53-9bf6-6bb74f6bc283 · outbound

This paper cites MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI.

BLINK: Multimodal Large Language Models Can See but Not Perceive MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI

Reference 87

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T20:18:15.661112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d8059fec-5cab-4dab-b8b9-1830dc7cbd2b · outbound

This paper cites Advances in Neural Information Processing Systems35, 27469–27483 (2022) 3, 9.

BLINK: Multimodal Large Language Models Can See but Not Perceive Advances in Neural Information Processing Systems35, 27469–27483 (2022) 3, 9

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.757131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fa975452-116c-4d8e-860a-9083bc9de309 · outbound

This paper cites In: The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (June 2019) 4.

BLINK: Multimodal Large Language Models Can See but Not Perceive In: The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (June 2019) 4

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.759785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f777c19d-b5ac-4ae3-8fec-a230e670e8f9 · outbound

This paper cites You are an AI assistant who will help me to match an answer with several options of a single-choice question.

BLINK: Multimodal Large Language Models Can See but Not Perceive You are an AI assistant who will help me to match an answer with several options of a single-choice question

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-05-15T20:18:15.765110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

Observation 449cc6a2-7af6-44e2-8b8c-60d35ee072a1 · inbound

Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone cites this paper.

Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation db3428af-e77a-4f8a-995c-184368d595ba · inbound

MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding cites this paper.

MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-05-17T01:09:30.442631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f2da540d-4c8c-4aa0-8482-62bf96050759 · inbound

Depth Anything V2 cites this paper.

Depth Anything V2 BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 35fbd366-aacc-42ef-8c5b-3de03abd4298 · inbound

Cambrian-1: A Fully Open, Vision-Centric Exploration of Multimodal LLMs cites this paper.

Cambrian-1: A Fully Open, Vision-Centric Exploration of Multimodal LLMs BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-05-17T00:05:03.712019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2490bbe3-8e77-4a4e-ae5a-95e5937f0c81 · inbound

LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models cites this paper.

LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d256730f-a2e3-4983-90d8-0043a8ba6f24 · inbound

LLaVA-OneVision: Easy Visual Task Transfer cites this paper.

LLaVA-OneVision: Easy Visual Task Transfer BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a910a12c-9f03-4125-b335-711b47e51e93 · inbound

MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans? cites this paper.

MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans? BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-05-16T07:59:32.699685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 02f44911-d49a-470d-b4a6-7515bb7319a4 · inbound

MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark cites this paper.

MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b97e81f7-0bde-406c-b183-6b7e09787a8c · inbound

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling cites this paper.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 70

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d9b79575-df07-451c-ab2a-4b28228f0063 · inbound

MetaMorph: Multimodal Understanding and Generation via Instruction Tuning cites this paper.

MetaMorph: Multimodal Understanding and Generation via Instruction Tuning BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 258

Resolution: metadata mismatch; local_arxiv, observed 2026-05-17T07:51:13.207957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation cb91d072-e5e7-429c-b9d4-f256aecc44af · inbound

Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs cites this paper.

Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2637342f-824d-4ee1-8cec-4d9dbe651456 · inbound

Gemma 3 Technical Report cites this paper.

Gemma 3 Technical Report BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-05-22T22:22:12.223017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2a242639-a304-471e-8c5f-5b5ad78f44e1 · inbound

InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models cites this paper.

InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3024c293-8945-492a-9bb2-c065a21ddb9c · inbound

Grounded Reinforcement Learning for Visual Reasoning cites this paper.

Grounded Reinforcement Learning for Visual Reasoning BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-05-22T01:05:52.174278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7095c77d-5117-459b-ac10-881acf5f2746 · inbound

GLM-4.5V and GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning cites this paper.

GLM-4.5V and GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 84230edf-4209-4308-9141-436bcd19977b · inbound

How Well Does GPT-4o Understand Vision? Evaluating Multimodal Foundation Models on Standard Computer Vision Tasks cites this paper.

How Well Does GPT-4o Understand Vision? Evaluating Multimodal Foundation Models on Standard Computer Vision Tasks BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:57:08.011869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d517cdae-32fd-4521-a495-ce6109d7355a · inbound

InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency cites this paper.

InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 80da89b1-98fb-43e9-8400-1d37f0472ea6 · inbound

SpatialThinker: Reinforcing Scene Graph-Grounded Spatial Reasoning via Dense Rewards cites this paper.

SpatialThinker: Reinforcing Scene Graph-Grounded Spatial Reasoning via Dense Rewards BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T23:08:49.532620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0d3fd3c-a303-42f7-b729-f26b80345f4b · inbound

Abstract 3D Perception for Spatial Intelligence in Vision-Language Models cites this paper.

Abstract 3D Perception for Spatial Intelligence in Vision-Language Models BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-05-17T22:45:24.419680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c8e4af68-f378-4907-8e8f-4673229054ca · inbound

SpaceTools: Tool-Augmented Spatial Reasoning via Double Interactive RL cites this paper.

SpaceTools: Tool-Augmented Spatial Reasoning via Double Interactive RL BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T18:42:11.109093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef67d5fd-d15f-4fda-b4b0-c5ab2d75330a · inbound

Omni-R1: Towards the Unified Generative Paradigm for Multimodal Reasoning cites this paper.

Omni-R1: Towards the Unified Generative Paradigm for Multimodal Reasoning BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 31

Resolution: metadata mismatch; local_arxiv, observed 2026-05-16T14:37:59.940145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ac112fd3-56c9-4fba-b4f9-128456022928 · inbound

Kimi K2.5: Visual Agentic Intelligence cites this paper.

Kimi K2.5: Visual Agentic Intelligence BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fcab69be-4460-4126-8fe5-a1838387d2b4 · inbound

Multimodal Language Models Cannot Spot Spatial Inconsistencies cites this paper.

Multimodal Language Models Cannot Spot Spatial Inconsistencies BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation cb7da1c8-5250-4d3a-88a7-3395600d6638 · inbound

EmbodiedMidtrain: Bridging the Gap between Vision-Language Models and Vision-Language-Action Models via Mid-training cites this paper.

EmbodiedMidtrain: Bridging the Gap between Vision-Language Models and Vision-Language-Action Models via Mid-training BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5c7952db-71b9-4556-b907-5c59a7f6b83a · inbound

Improving Vision-language Models with Perception-centric Process Reward Models cites this paper.

Improving Vision-language Models with Perception-centric Process Reward Models BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ed1cadea-6207-4b5c-8aa3-40ecee404002 · inbound

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs cites this paper.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ac8a1ce3-7d20-450c-90f2-fe7fab2e5efc · inbound

RetentiveKV: State-Space Memory for Uncertainty-Aware Multimodal KV Cache Eviction cites this paper.

RetentiveKV: State-Space Memory for Uncertainty-Aware Multimodal KV Cache Eviction BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d57cdf37-8b01-47fa-bdff-def804182c4c · inbound

The Cartesian Shortcut: Re-evaluate Vision Reasoning in Polar Coordinate Space cites this paper.

The Cartesian Shortcut: Re-evaluate Vision Reasoning in Polar Coordinate Space BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5a4ce0a0-ebc7-45a1-9d80-6b86ae9c5d7e · inbound

The Cartesian Shortcut: Re-evaluate Vision Reasoning in Polar Coordinate Space cites this paper.

The Cartesian Shortcut: Re-evaluate Vision Reasoning in Polar Coordinate Space BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-07-01T13:35:46.604914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 653ca010-be3a-4fd0-8c2c-ccb7b67d391b · inbound

20/20 Vision Language Models: A Prescription for Better VLMs through Data Curation Alone cites this paper.

20/20 Vision Language Models: A Prescription for Better VLMs through Data Curation Alone BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5de67ce0-c44b-4ec6-8abc-43c140d464b1 · inbound

20/20 Vision Language Models: A Prescription for Better VLMs through Data Curation Alone cites this paper.

20/20 Vision Language Models: A Prescription for Better VLMs through Data Curation Alone BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 0680746e-0946-49b5-982f-d46c5df6dcb0 · inbound

When Vision Speaks for Sound cites this paper.

When Vision Speaks for Sound BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 18

Resolution: metadata mismatch; local_arxiv, observed 2026-05-20T22:13:46.799961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 32f15706-6d81-4527-a732-c653269f5fe0 · inbound

What's Holding Back Latent Visual Reasoning? cites this paper.

What's Holding Back Latent Visual Reasoning? BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 6

Resolution: metadata mismatch; local_arxiv, observed 2026-05-20T12:03:15.479718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 45972e6c-4f3a-49ce-ad25-59e5e90a968d · inbound

Semantic Generative Tuning for Unified Multimodal Models cites this paper.

Semantic Generative Tuning for Unified Multimodal Models BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 16

Resolution: metadata mismatch; local_arxiv, observed 2026-05-20T11:33:14.185570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 41f4ffe9-b6b8-4ff8-819f-eb9b5000c5c0 · inbound

Semantic Generative Tuning for Unified Multimodal Models cites this paper.

Semantic Generative Tuning for Unified Multimodal Models BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 16

Resolution: metadata mismatch; local_arxiv, observed 2026-06-30T18:35:00.371150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7ab9d2bd-131f-4b57-bd9f-16c354b70c5e · inbound

ESI-Bench: Towards Embodied Spatial Intelligence that Closes the Perception-Action Loop cites this paper.

ESI-Bench: Towards Embodied Spatial Intelligence that Closes the Perception-Action Loop BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-05-20T10:53:13.208797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c2a322ea-d23f-496d-8dcc-18c43c501de5 · inbound

ESI-Bench: Towards Embodied Spatial Intelligence that Closes the Perception-Action Loop cites this paper.

ESI-Bench: Towards Embodied Spatial Intelligence that Closes the Perception-Action Loop BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-07-01T15:05:47.176193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7ad6f110-2913-4142-bc38-ab555372727b · inbound

ClaimDiff-RL: Fine-Grained Caption Reinforcement Learning through Visual Claim Comparison cites this paper.

ClaimDiff-RL: Fine-Grained Caption Reinforcement Learning through Visual Claim Comparison BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 8

Resolution: metadata mismatch; local_arxiv, observed 2026-05-21T08:39:53.709641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b280e90a-091a-4308-a785-3ce2c8c263d9 · inbound

ClaimDiff-RL: Fine-Grained Caption Reinforcement Learning through Visual Claim Comparison cites this paper.

ClaimDiff-RL: Fine-Grained Caption Reinforcement Learning through Visual Claim Comparison BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 8

Resolution: metadata mismatch; local_arxiv, observed 2026-06-30T18:04:58.341972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 870f1a3d-4d80-4c90-9713-611b8411423a · inbound

PInVerify: An Offline Embodied Benchmark for Active Instance Verification cites this paper.

PInVerify: An Offline Embodied Benchmark for Active Instance Verification BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 16

Resolution: metadata mismatch; local_arxiv, observed 2026-06-29T07:33:13.552711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 508d172c-b047-4f6a-9dad-28b2652407c4 · inbound

VisualFLIP: Do Predictions Depend on Task-Critical Visual Evidence in Multimodal Reasoning? cites this paper.

VisualFLIP: Do Predictions Depend on Task-Critical Visual Evidence in Multimodal Reasoning? BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 17

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T17:37:14.727108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b148aae3-f0e4-4bae-aa81-fc50c8314a12 · inbound

Embodied-R1.5: Evolving Physical Intelligence via Embodied Foundation Models cites this paper.

Embodied-R1.5: Evolving Physical Intelligence via Embodied Foundation Models BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-14T18:07:09.018997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6351c0a6-442f-44bf-bf28-b82b86efef77 · inbound

Human-Enhanced Loop Modeling (HELM): Agent-Based Finite Element Modeling of Concrete Bridge Barriers cites this paper.

Human-Enhanced Loop Modeling (HELM): Agent-Based Finite Element Modeling of Concrete Bridge Barriers BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:50:49.101338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 10e1f930-285b-421e-babd-a0e88f519f27 · inbound

Reinforcing Dual-Path Reasoning in Spatial Vision Language Models cites this paper.

Reinforcing Dual-Path Reasoning in Spatial Vision Language Models BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 126

Resolution: metadata mismatch; local_arxiv, observed 2026-07-03T20:08:55.668706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fdc46151-68b7-4d87-a1d1-123208f6c79c · inbound

Visual-OPSD: Cross-Modal On-Policy Self-Distillation for Efficient Unified Multimodal Reasoning cites this paper.

Visual-OPSD: Cross-Modal On-Policy Self-Distillation for Efficient Unified Multimodal Reasoning BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 25

Resolution: metadata mismatch; local_arxiv, observed 2026-07-03T23:49:02.264842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 13ac3131-27ae-4e06-b3cf-71889a166f29 · inbound

S-Agent: Spatial Tool-Use Elicits Reasoning for Spatial Intelligence cites this paper.

S-Agent: Spatial Tool-Use Elicits Reasoning for Spatial Intelligence BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 11

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T03:29:31.569062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d41550c2-7965-45d5-9bed-ea092705becc · inbound

S-Agent: Spatial Tool-Use Elicits Reasoning for Spatial Intelligence cites this paper.

S-Agent: Spatial Tool-Use Elicits Reasoning for Spatial Intelligence BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 11

Resolution: metadata mismatch; local_arxiv, observed 2026-06-30T11:54:39.058350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a7bf10db-3965-469f-9212-8b0376aa8f1e · inbound

One Image is All You Need: Agentic One-Shot Image Generation via Text-Based World Models for Long-Tail Spatial Perception cites this paper.

One Image is All You Need: Agentic One-Shot Image Generation via Text-Based World Models for Long-Tail Spatial Perception BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-07-04T03:09:30.076334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9b6bcb5c-80c8-492c-b2eb-08e16619da25 · inbound

When Does a Video-Language Model Stop Watching? Reward Strength Controls the Formation and Reversal of Visual Shortcuts in Multimodal RLVR cites this paper.

When Does a Video-Language Model Stop Watching? Reward Strength Controls the Formation and Reversal of Visual Shortcuts in Multimodal RLVR BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-07-04T08:29:41.287801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 65ca5b1c-22f4-4574-a1e6-af195f0604d6 · inbound

TuringViT: Making SOTA Vision Transformers Accessible to All cites this paper.

TuringViT: Making SOTA Vision Transformers Accessible to All BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 58

Resolution: verified exact; local_arxiv, observed 2026-06-29T15:03:32.200965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f0acdfa3-2518-438c-9d35-bf02dd304185 · inbound

Do vision-language models search like humans? Reasoning tokens as a reaction-time analog in classic visual-search paradigms cites this paper.

Do vision-language models search like humans? Reasoning tokens as a reaction-time analog in classic visual-search paradigms BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 5

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T18:10:02.344679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f79a77b4-41dc-4519-8def-0f5e1e5622ac · inbound

C3-Bench: A Context-Aware Change Captioning Benchmark cites this paper.

C3-Bench: A Context-Aware Change Captioning Benchmark BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 28

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T19:50:10.197607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5ae8d44e-6985-4875-b221-1261d8c47ec4 · inbound

DiCoBench: Benchmarking Multi-Image Fine-Grained Perception via Differential and Commonality Visual Cues cites this paper.

DiCoBench: Benchmarking Multi-Image Fine-Grained Perception via Differential and Commonality Visual Cues BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 9

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T13:19:50.970106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6265e2a3-e2ac-48c7-afb9-a4c84b86d857 · inbound

Safe Alone, Unsafe Together: Safeguarding Against Implicit Toxicity When Benign Images Combine cites this paper.

Safe Alone, Unsafe Together: Safeguarding Against Implicit Toxicity When Benign Images Combine BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T13:26:58.578997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ae5cf0f9-eb9a-47b2-9552-76e22787a979 · inbound

ProLaViT: Learning Progressive Latent Visual Thoughts in Structured Latent Space cites this paper.

ProLaViT: Learning Progressive Latent Visual Thoughts in Structured Latent Space BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-12T06:13:16.894125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21908eb4-c7c1-4ead-a2f4-43266c6052d7 · inbound

SVR-R1: Bootstrapping Multi-modal Reasoning with Self-verification in Reinforcement Learning cites this paper.

SVR-R1: Bootstrapping Multi-modal Reasoning with Self-verification in Reinforcement Learning BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-14T07:59:56.441098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e4cd782-5ba3-4906-b57b-b3866b366861 · inbound

An Exam for Active Observers cites this paper.

An Exam for Active Observers BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T21:12:03.439176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 968911c8-70be-4eee-8090-d09f98d0d120 · inbound

LookME: Lookup-Based Multimodal Embeddings for Layer Injection in Vision-Language Models cites this paper.

LookME: Lookup-Based Multimodal Embeddings for Layer Injection in Vision-Language Models BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-02T06:33:14.400943Z

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Observation fb24cba7-7b31-4c49-be5a-c6f5f1953e27 · inbound

Trace: A Taxonomy-Guided Environment for Multidomain Visual Reasoning cites this paper.

Trace: A Taxonomy-Guided Environment for Multidomain Visual Reasoning BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T11:47:23.095760Z

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Observation 933e3f93-953b-4aa7-b85e-f48e1221ae1d · inbound

Explainable and Resource-Efficient Spatial Reasoning in Multimodal LLMs for Decision-Critical Applications cites this paper.

Explainable and Resource-Efficient Spatial Reasoning in Multimodal LLMs for Decision-Critical Applications BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-30T12:20:51.527995Z

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