Paper Citation Record · LEDGER

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding

As of 17 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 2 inbound Pith citation observations for arXiv:2504.14526.

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

pith.paper-citation-record.v1
2504.14526 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:50:21.321263Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T06:02:13.157665Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T12:46:24.143801Z

Reference resolution

55 of 55 outbound references displayed

verified exact0
verified fuzzy3
unresolved51
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2ea296ee-e7ac-4d61-8643-4d619357ae92 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.062326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f66d3cf6-0bc1-4116-af42-9b2a149aae8d · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:50:22.118913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bcf0b43e-e3a6-4df4-9799-e14cb1c8e6f7 · outbound

This paper cites Premise Order Matters in Reasoning with Large Language Models.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Premise Order Matters in Reasoning with Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.077215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee6872ff-2327-451f-81ac-5eb17e0a6661 · outbound

This paper cites Talk2Car: Taking Control of Your Self-Driving Car.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Talk2Car: Taking Control of Your Self-Driving Car

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.081969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7387aec3-7d21-4970-96cd-9d1749843adc · outbound

This paper cites Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.086946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b036f884-c800-4ff1-bb27-317a9569528f · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:50:22.103995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7765deb5-3c29-4c7c-8101-45f8ece9636b · outbound

This paper cites SURDS: Benchmarking Spatial Understanding and Reasoning in Driving Scenarios with Vision Language Models.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding SURDS: Benchmarking Spatial Understanding and Reasoning in Driving Scenarios with Vision Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.097737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b4aa964-c050-48f1-96ad-77371f23de0a · outbound

This paper cites DME-Driver: Integrating Human Decision Logic and 3D Scene Perception in Autonomous Driving.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding DME-Driver: Integrating Human Decision Logic and 3D Scene Perception in Autonomous Driving

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.102980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d008a8a-f91b-4862-92a6-6dcbcc9d813d · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:50:22.087520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c51e2dcc-bb6a-40de-9771-7d4d15820722 · outbound

This paper cites GPT-4o System Card.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding GPT-4o System Card

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.112624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb26d1d4-f317-4f39-a4d2-43a1dea79e3f · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:50:22.071361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 461ae905-99e7-44bc-953c-14cf6fa76900 · outbound

This paper cites Challenges and Applications of Large Language Models.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Challenges and Applications of Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.122481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 453fb0e5-0ac4-4c38-84a0-fe51e867bfa2 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:50:22.053425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 112366af-6e59-481b-a275-53564d48e8cf · outbound

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

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding LLaVA-OneVision: Easy Visual Task Transfer

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.136424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 242d2273-e193-4161-99ac-059bca802ec9 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:50:22.019082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7b36ac52-d44a-4276-9c10-2f291f8fdab5 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.144962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51db16c5-eadf-46d1-8e36-6468982aceea · outbound

This paper cites Video-LLaVA: Learning United Visual Representation by Alignment Before Projection.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Video-LLaVA: Learning United Visual Representation by Alignment Before Projection

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.149521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df2953b1-b1b7-424a-9dd1-1bd03f30e32f · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.154031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39200787-f35b-4cc3-a6a8-c66f4a622fe6 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.158613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a17b74c-994b-49cb-9b0e-27cd0f9d8ba9 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:50:21.967414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d11362cc-da97-42be-b3a1-cfed466fab6b · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:50:21.950871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d12daf5d-6636-4d67-8691-1631ebd45611 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.177509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7608bcac-a179-45b7-8ba5-c05786e71591 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:50:21.924023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 739891be-773f-41cc-ad25-0980f8766019 · outbound

This paper cites GPT-Driver: Learning to Drive with GPT.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding GPT-Driver: Learning to Drive with GPT

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.192672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fd4f3a1-1fb5-4524-8983-0a9288234a31 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.197489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a195190f-d5c3-46e6-98cc-bf574df4c644 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:50:21.896628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f14e36e6-bda0-4f69-92de-85bcf54ee430 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.207515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc02c19b-75cb-4f11-92d7-876c0066a1c4 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:50:21.859479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 29ad3f00-ec4f-497a-b214-eff5ad8407e8 · outbound

This paper cites ScVLM: Enhancing Vision-Language Model for Safety-Critical Event Understanding.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding ScVLM: Enhancing Vision-Language Model for Safety-Critical Event Understanding

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.222523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd6c9737-588b-4cae-8388-394704b0a154 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:50:21.843920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 12ceaa1e-73b0-4313-a09f-4f7d33227a33 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.237732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3aacccda-5d94-4f2a-bed8-26154584aa6f · outbound

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

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding In Proceedings of the AAAI Conference on Artificial Intelligence, Vol

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.212433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 423a0837-c79e-4003-8feb-d5ac56dbe78d · outbound

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

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Gemini: A Family of Highly Capable Multimodal Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.251129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 258f011c-3b70-4bba-bafa-36cbb26730c1 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.255572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 728aef94-c7ab-4896-8883-d0fa7af15d70 · outbound

This paper cites DriveVLM: The Convergence of Autonomous Driving and Large Vision-Language Models.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding DriveVLM: The Convergence of Autonomous Driving and Large Vision-Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.260002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20b8710b-cea6-451b-a6c8-c96d8e532a0b · outbound

This paper cites In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:50:21.827598Z

Source-reported events for the cited work

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Observation 1cbe1b67-25de-460f-af97-7f50edcb12c3 · outbound

This paper cites Are VLMs Ready for Autonomous Driving? An Empirical Study from the Reliability, Data, and Metric Perspectives.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Are VLMs Ready for Autonomous Driving? An Empirical Study from the Reliability, Data, and Metric Perspectives

Reference 37

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 399d1e6a-dfbb-4879-9811-c444d98fb393 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.242312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46bfa54d-d676-4a71-a0c9-a9efd171da38 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:50:21.773409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1bf9c03c-0801-4237-8fc6-69acd905e9d6 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.283329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b208ea8-f334-479d-9498-9519c5278e62 · outbound

This paper cites MiniCPM-V: A GPT-4V Level MLLM on Your Phone.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding MiniCPM-V: A GPT-4V Level MLLM on Your Phone

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.287862Z

Source-reported events for the cited work

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Observation d0debff8-feb8-4294-9e58-493c5523d9dc · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.292850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bb1e275-80c8-43ad-801e-930cece18633 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.264821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aec8d437-956a-4041-b98e-51004c149129 · outbound

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Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.302312Z

Source-reported events for the cited work

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Observation b2e7bac9-354d-4cf2-8c53-c9b8a05aee9f · outbound

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Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.274138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84fd58ba-c22a-49e6-ba04-a9808b099ff5 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.297447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11d46e1e-3005-4cab-8092-a4b3dc2c9724 · outbound

This paper cites Snowy",.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Snowy",

Reference 52

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Source-reported events for the cited work

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Observation baf99355-0365-4945-b44d-489a25c5b63e · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:50:21.712740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 10fc2175-c211-420e-b5c6-0af16a96c153 · outbound

This paper cites an unresolved cited work.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:50:21.697986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6ee2577f-b130-49c3-b2cb-7d0cc741fddb · outbound

This paper cites Based on your observations, select the best option that accurately addresses the question.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Based on your observations, select the best option that accurately addresses the question

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:50:21.682265Z

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Observation df19bcca-4080-42d7-8b51-51b383fcd735 · outbound

This paper cites InProceedings of the European conference on computer vision (ECCV).

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding InProceedings of the European conference on computer vision (ECCV)

Reference 2018

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:50:22.035710Z

Source-reported events for the cited work

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Observation b60d960a-8742-41da-878b-aa7f32220c49 · outbound

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

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding In Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.246875Z

Source-reported events for the cited work

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Observation 62d7753c-bb2d-4f1e-8a2d-1a0b7258c692 · outbound

This paper cites Advances in neural information processing systems 35 (2022), 23716–23736.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Advances in neural information processing systems 35 (2022), 23716–23736

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.067584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ec1f9d4-8afe-49fc-8a9a-fd260a551f50 · outbound

This paper cites Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.182984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 627a32e6-d007-46c2-8500-04642a749afd · outbound

This paper cites Can LVLMs Obtain a Driver's License? A Benchmark Towards Reliable AGI for Autonomous Driving.

Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding Can LVLMs Obtain a Driver's License? A Benchmark Towards Reliable AGI for Autonomous Driving

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-16T11:50:21.172408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 292ac349-af25-448f-a8da-beacad958f26 · inbound

STSBench: A Spatio-temporal Scenario Benchmark for Multi-modal Large Language Models in Autonomous Driving cites this paper.

STSBench: A Spatio-temporal Scenario Benchmark for Multi-modal Large Language Models in Autonomous Driving Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-07T06:02:13.157665Z

Source-reported events for the cited work

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Observation d046a268-4aa1-4bf1-9be0-2dd04892bb94 · inbound

NuRisk: A Visual Question Answering Dataset for Agent-Level Risk Assessment in Autonomous Driving cites this paper.

NuRisk: A Visual Question Answering Dataset for Agent-Level Risk Assessment in Autonomous Driving Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-18T12:46:24.147180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.