Paper Citation Record · LEDGER

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving

As of 12 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 5 inbound Pith citation observations for arXiv:2412.02025.

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

pith.paper-citation-record.v1
2412.02025 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T23:56:46.534804Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:56:08.127151Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T17:18:53.705200Z

Reference resolution

40 of 40 outbound references displayed

verified exact0
verified fuzzy12
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b715dd8d-fb62-4689-bf96-f118a9fcb94a · outbound

This paper cites Anthropic (2024), online.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving Anthropic (2024), online

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:47.329555Z

Source-reported events for the cited work

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

Observation 7c5efcb1-e0a4-4782-91e9-f2aaf1146507 · outbound

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

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.348265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c806643f-ab19-4bd1-b655-7d47c3dd96c8 · outbound

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

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving In: Proceedings of the IEEE/CVF International Conference on Com- puter Vision

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:47.312699Z

Source-reported events for the cited work

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

Observation f53860f5-1dde-4889-a0b5-775061f55989 · outbound

This paper cites In: 2019 IEEE Intelligent vehicles symposium (IV).

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving In: 2019 IEEE Intelligent vehicles symposium (IV)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:47.296624Z

Source-reported events for the cited work

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

Observation 4d1d27ad-7d89-4e7a-a6c5-32a1517bbf6f · outbound

This paper cites In: Advances in neural information processing systems.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving In: Advances in neural information processing systems

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:47.281109Z

Source-reported events for the cited work

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

Observation 38e144ef-dcce-4090-a6ee-c2a4c5d09f20 · outbound

This paper cites In: Pro- ceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recogni- tion.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving In: Pro- ceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recogni- tion

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:47.265879Z

Source-reported events for the cited work

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

Observation 1f45fe3f-90af-4e08-8c19-ae6be0375502 · outbound

This paper cites End-to-end Autonomous Driving: Challenges and Frontiers.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving End-to-end Autonomous Driving: Challenges and Frontiers

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.373877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4cdcec6-db3f-43ca-9049-603d59e658c0 · outbound

This paper cites Driving with LLMs: Fusing Object-Level Vector Modality for Explainable Autonomous Driving.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving Driving with LLMs: Fusing Object-Level Vector Modality for Explainable Autonomous Driving

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.378743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 160dc715-82c9-405a-9a97-a047b029fcc6 · outbound

This paper cites an unresolved cited work.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:56:47.250226Z

Source-reported events for the cited work

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

Observation 45609ce9-d684-4c7e-bd51-5147a8e816b6 · outbound

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

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving In: Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.388702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cf330a7-4a6d-4ae1-93c7-f7d3fd4b35df · outbound

This paper cites Advances in Neural Information Processing Systems36 (2024).

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving Advances in Neural Information Processing Systems36 (2024)

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:47.225321Z

Source-reported events for the cited work

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

Observation 8b236119-9570-4e0d-8ff0-3f0fca828aaf · outbound

This paper cites Making Pre-trained Language Models Better Few-shot Learners.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving Making Pre-trained Language Models Better Few-shot Learners

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.397596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbb1621a-4ff5-47fd-a007-83eba8569d06 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving LoRA: Low-Rank Adaptation of Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.405747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 759a941c-42cf-4798-88ff-c09fcd923a8d · outbound

This paper cites Real-Time Capable Decision Making for Autonomous Driving Using Reachable Sets.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving Real-Time Capable Decision Making for Autonomous Driving Using Reachable Sets

Reference 14

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T23:56:47.040073Z

Source-reported events for the cited work

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

Observation 8a82d2c8-ca9e-4426-b310-bc82c7a8becc · outbound

This paper cites Large Language Models are Zero-Shot Reasoners.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving Large Language Models are Zero-Shot Reasoners

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.416636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51a7531a-b3c5-4a3e-af9f-1b4b37e541da · outbound

This paper cites In: Advances in neural information processing systems.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving In: Advances in neural information processing systems

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:47.209786Z

Source-reported events for the cited work

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

Observation e21b8ed4-3a56-4644-9eb3-20df32ab49d6 · outbound

This paper cites Better Zero-Shot Reasoning with Role-Play Prompting.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving Better Zero-Shot Reasoning with Role-Play Prompting

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.425635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cf1d532-69fc-4d9f-9b5e-8a2705ee9179 · outbound

This paper cites gpt-3.5: A concise showdown (2023) Title Suppressed Due to Excessive Length 15.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving gpt-3.5: A concise showdown (2023) Title Suppressed Due to Excessive Length 15

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:47.193342Z

Source-reported events for the cited work

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

Observation 716c1c92-9ac1-4912-9a61-aa1e7cbab358 · outbound

This paper cites In: International Conference on Neural Information Processing.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving In: International Conference on Neural Information Processing

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:47.178034Z

Source-reported events for the cited work

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

Observation 98930f5d-bf07-4436-81ac-015f31d02b44 · outbound

This paper cites IEEE Transactions on Intelligent Transportation Systems (2020).

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving IEEE Transactions on Intelligent Transportation Systems (2020)

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:47.162709Z

Source-reported events for the cited work

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

Observation d93de48e-dfd1-49ea-aab6-7d8ba33ccd7b · outbound

This paper cites Towards Knowledge-driven Autonomous Driving.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving Towards Knowledge-driven Autonomous Driving

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.445537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3f25bcb-c351-483c-9b6a-51e1c97fa372 · outbound

This paper cites Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.450289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0880f46-3154-4ef5-8559-b4c073539e72 · outbound

This paper cites Cross-lingual Prompting: Improving Zero-shot Chain-of-Thought Reasoning across Languages.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving Cross-lingual Prompting: Improving Zero-shot Chain-of-Thought Reasoning across Languages

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.455292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f74c5057-9cdb-4f48-b0fd-5a2f844ec36b · outbound

This paper cites LMDrive: Closed-Loop End-to-End Driving with Large Language Models.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving LMDrive: Closed-Loop End-to-End Driving with Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.459982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2697a16-9f9f-4831-9e9d-e0764bfcc10f · outbound

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

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.464633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1576be64-297c-46c8-825a-88667d781d00 · outbound

This paper cites Leveraging Zero-Shot Prompting for Efficient Language Model Distillation.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving Leveraging Zero-Shot Prompting for Efficient Language Model Distillation

Reference 26

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T23:56:46.909027Z

Source-reported events for the cited work

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

Observation fcfcd45f-ef81-4158-9c54-e43261627a67 · outbound

This paper cites Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.474197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfbab5a5-afeb-441a-8c1e-a363a14d4816 · outbound

This paper cites BEVGPT: Generative Pre-trained Large Model for Autonomous Driving Prediction, Decision-Making, and Planning.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving BEVGPT: Generative Pre-trained Large Model for Autonomous Driving Prediction, Decision-Making, and Planning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.478875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 612110c6-8cb4-41aa-ae26-fcf658d1784e · outbound

This paper cites Drive Anywhere: Generalizable End-to-end Autonomous Driving with Multi-modal Foundation Models.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving Drive Anywhere: Generalizable End-to-end Autonomous Driving with Multi-modal Foundation Models

Reference 29

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T23:56:46.856558Z

Source-reported events for the cited work

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

Observation 49e0f7b4-3685-4d8d-8ba2-841c10fe3838 · outbound

This paper cites CogVLM: Visual Expert for Pretrained Language Models.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving CogVLM: Visual Expert for Pretrained Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.488520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1d9711a-1f1b-419d-a369-30a34bed9153 · outbound

This paper cites arXiv preprint arXiv:2312.09245 (2023).

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving arXiv preprint arXiv:2312.09245 (2023)

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.493490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e13dafb6-62e7-41fb-acef-e0d677438b84 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.497985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2d28c5d-fa9d-4df3-a3b0-d217b2b1e564 · outbound

This paper cites DiLu: A Knowledge-Driven Approach to Autonomous Driving with Large Language Models.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving DiLu: A Knowledge-Driven Approach to Autonomous Driving with Large Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.502608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bbf7feb-9df8-4c4a-86ed-d7d6de91fb2b · outbound

This paper cites Parameterized Decision-making with Multi-modal Perception for Autonomous Driving.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving Parameterized Decision-making with Multi-modal Perception for Autonomous Driving

Reference 34

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T23:56:46.641608Z

Source-reported events for the cited work

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

Observation 6f51d63b-f902-4a0b-b01b-75b3f17afd13 · outbound

This paper cites DriveGPT4: Interpretable End-to-end Autonomous Driving via Large Language Model.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving DriveGPT4: Interpretable End-to-end Autonomous Driving via Large Language Model

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.512176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a85877b-688c-471e-9d1e-3081a8da384a · outbound

This paper cites arXiv e-prints arXiv:2311 (2023).

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving arXiv e-prints arXiv:2311 (2023)

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:47.147270Z

Source-reported events for the cited work

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

Observation 632958dd-c036-4fb5-a5b4-abce60fdf83b · outbound

This paper cites A Survey on Multimodal Large Language Models.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving A Survey on Multimodal Large Language Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.521492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5fa04f4-2fb2-43fa-a883-eefe59161782 · outbound

This paper cites MM-LLMs: Recent Advances in MultiModal Large Language Models.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving MM-LLMs: Recent Advances in MultiModal Large Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.525901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e06c24a6-dfa1-475b-a3e7-890c0f93d555 · outbound

This paper cites In: International Conference on Neural Information Processing.

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving In: International Conference on Neural Information Processing

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:47.131599Z

Source-reported events for the cited work

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

Observation e8a60186-2066-4e22-b63c-df816d8d4c0c · outbound

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

PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:46.534804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation d0ebb813-3393-41eb-9a5f-e3c3df27a6de · inbound

SenseRAG: Constructing Environmental Knowledge Bases with Proactive Querying for LLM-Based Autonomous Driving cites this paper.

SenseRAG: Constructing Environmental Knowledge Bases with Proactive Querying for LLM-Based Autonomous Driving PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:08.127151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 804b0131-793f-48c8-9db4-be9fe12f8a3d · inbound

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey cites this paper.

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving

Reference 69

Resolution: verified exact; arxiv_id, observed 2026-05-15T17:18:53.707270Z

Source-reported events for the cited work

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

Observation 5e47fcb5-14d3-4bc5-a017-c893f4f0b082 · inbound

DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning cites this paper.

DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:42:56.916507Z

Source-reported events for the cited work

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

Observation 6112b04b-b21b-42c0-8343-41bf91c9b765 · inbound

Chain-of-Thought for Autonomous Driving: A Comprehensive Survey and Future Prospects cites this paper.

Chain-of-Thought for Autonomous Driving: A Comprehensive Survey and Future Prospects PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-07T14:02:59.049315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51ec8dc2-f430-431b-bc84-a57042f82aab · inbound

Evaluation of LLMs for mathematical problem solving cites this paper.

Evaluation of LLMs for mathematical problem solving PKRD-CoT: A Unified Chain-of-thought Prompting for Multi-Modal Large Language Models in Autonomous Driving

Reference 135

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:13.375369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.