VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction | Paper Citation Record

Observation 31e833e0-180e-4e0d-b357-0b36ad205e73 · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:40.187907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d7408669-600a-4087-961c-84592d2d9e2c · outbound

This paper cites AppWorld: A Controllable World of Apps and People for Benchmarking Interactive Coding Agents.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction AppWorld: A Controllable World of Apps and People for Benchmarking Interactive Coding Agents

Reference 2

Resolution: malformed identifier; no resolver link, observed 2026-08-04T23:14:15.519982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 251d5a90-5b8f-4e48-afa8-568dbc9e4e97 · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:40.168869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f752976e-f3a7-42e9-8101-a97875b9aca3 · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:40.178855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d5fb914a-58b2-4bb7-be0d-ea8b0186d568 · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:40.149923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3f12a9e2-6985-4368-ab0f-dd46ac6b7017 · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:40.159597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8852c2c3-e9d2-4d1e-92ed-69ee2944e1a6 · outbound

This paper cites "" Inner class , used as an attribute of MyClass , the example contains a simple attribute info.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction "" Inner class , used as an attribute of MyClass , the example contains a simple attribute info

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.131168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3da57b33-782b-4b22-97b7-bf57eeb39c9e · outbound

This paper cites { Device }.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction { Device }

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.140379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b5d9bad0-d660-4b96-a417-f32ef7e2b1ca · outbound

This paper cites search_module () ‘ to obtain all the functionality modules of the vehicle system.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction search_module () ‘ to obtain all the functionality modules of the vehicle system

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.121733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 134c2627-7e12-4fd9-b177-e6734d3880d6 · outbound

This paper cites search_api ( modules =[ ’ module_name ’]) ‘ to query the API methods of that module , and then proceed with the calls.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction search_api ( modules =[ ’ module_name ’]) ‘ to query the API methods of that module , and then proceed with the calls

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.112694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f6ea18d3-87ab-4f6e-b051-378cbae7013c · outbound

This paper cites to_dict () ‘ to get the current system status.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction to_dict () ‘ to get the current system status

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.103638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d60a9298-3eb3-4485-b424-59554176a213 · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:40.094465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation aaacfa64-2a47-4a86-9b9e-6b2ee08e08b7 · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:40.086138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9e70b03e-d6b4-402c-a367-95b66bd76153 · outbound

This paper cites modules.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction modules

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.076329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7cfffc31-1332-4bc3-ac4d-d53e61a294dc · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:40.067121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 93e3b480-9cc1-4401-8fd2-83155c512fd1 · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:40.058177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f2be389a-55d9-4786-ab66-7ab4c74ddcbe · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:40.048007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 31233841-c747-4693-a404-ea7efd29d83d · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:40.038190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 007863fa-ec5d-4143-95e7-e4399a93c86a · outbound

This paper cites video ": {.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction video ": {

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.027958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c502208b-c0ee-46a9-8a8f-80d18ae04a9b · outbound

This paper cites You should fully understand the system status information and generate status modification code to complete the user - specified task.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction You should fully understand the system status information and generate status modification code to complete the user - specified task

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:40.017896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c41dd83f-89a8-4635-9509-70a5c1387a37 · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:40.007400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a5031fc8-c2b8-4781-ad8f-68023b465bdd · outbound

This paper cites ## Status Analysis Principles When analyzing system status , please follow these principles :.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction ## Status Analysis Principles When analyzing system status , please follow these principles :

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:39.995402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c7e3737e-c615-47c0-b30d-910166c3ef4d · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:39.982168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f9057109-48f0-4c5b-ac15-0e42dc291469 · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:39.966257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4fa06f07-29e0-4593-b975-d391d5561c7c · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:39.951222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f64ee451-b427-490d-bea7-b6f5eb73481d · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:39.933514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cb3272f4-c873-4bb3-a384-35256981c7bd · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:39.918608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 02f1391f-cfc3-4384-9604-b82321726fba · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:39.903201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 35ec7c38-aac5-4eaa-bdca-a2d8cb0ca360 · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:39.889097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a448bc47-e19a-4889-9660-ea3414a2a6cc · outbound

This paper cites video ": {.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction video ": {

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:39.873718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bf867b86-ede6-4980-bc76-2ceaa2a1201e · outbound

This paper cites Each entry includes: • The device using this API • Detailed description of the API functionality • Required parameter information.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Each entry includes: • The device using this API • Detailed description of the API functionality • Required parameter information

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:39.858172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 63a8d975-cb2c-4134-9312-1560398bfa52 · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:39.832261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0497a2ee-9e0d-4042-a2a9-8ea9c8cfbe4f · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:39.782883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b73cdb59-aeb2-43b9-9ad9-05f9aa67395e · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:39.741791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation be3207f6-ec9b-4444-922d-962cff917082 · outbound

This paper cites Instruction:.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Instruction:

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:39.713161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f62c4d09-fbd6-4c6c-ae13-35f13b390bbb · outbound

This paper cites Each scenario includes: • Environment initialization statement • User query statement • API call corresponding to the query statement.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Each scenario includes: • Environment initialization statement • User query statement • API call corresponding to the query statement

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:24.502930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3664c19e-02f7-44f5-a7f8-9dcdbb8d48b4 · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:24.350113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9ceb75ca-93a0-47fd-9c5f-4426679d757c · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:24.168048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d27eb201-3cc2-4b09-8fdd-01e7d06492da · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:24.008497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1c010772-f572-4852-988b-cffaf43752df · outbound

This paper cites adjust temperature to 22 degrees.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction adjust temperature to 22 degrees

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:23.854373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0b3de578-23d7-425c-a17b-6a798357a42c · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:23.697403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d6d0011d-ad42-48ae-b255-bbcf27dbebd9 · outbound

This paper cites • A function call output is considered correct if it would result in the expected system state through valid API calls with appropriate parameters.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction • A function call output is considered correct if it would result in the expected system state through valid API calls with appropriate parameters

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:23.559249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d23714a9-a6a6-46cd-a6c4-a1f9e5a90d39 · outbound

This paper cites an unresolved cited work.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-04T23:14:23.347921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c62f586b-cbb3-4f40-86e3-248237cededf · outbound

This paper cites • These expert annotations serve as the gold standard against which both our proposed method and traditional approaches will be evaluated.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction • These expert annotations serve as the gold standard against which both our proposed method and traditional approaches will be evaluated

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:23.145969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dda71454-c50d-4c39-9902-7ebfd275209e · outbound

This paper cites • Alignment Metrics:We will quantify the degree of alignment between each automated method and human annotations using precision, recall, F1 scores, and custom alignment metrics.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction • Alignment Metrics:We will quantify the degree of alignment between each automated method and human annotations using precision, recall, F1 scores, and custom alignment metrics

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:22.959058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 58ed2921-8352-49fe-aeaf-320464c16eb0 · outbound

This paper cites • Performance Gaps:Identify specific scenarios or query types where the performance gap between methods is most significant.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction • Performance Gaps:Identify specific scenarios or query types where the performance gap between methods is most significant

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:22.772500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8bd9d823-222b-4f77-8722-1bb040740ac9 · outbound

This paper cites • Hybrid Optimization:Identify opportunities to combine strengths of both approaches based on comparison with human annotations.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction • Hybrid Optimization:Identify opportunities to combine strengths of both approaches based on comparison with human annotations

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:22.649304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1d70c350-6b5f-4e62-bf65-a3ada74ab9a4 · outbound

This paper cites • Inter-annotator agreement metrics will be calculated to validate the consistency and quality of the human benchmark data.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction • Inter-annotator agreement metrics will be calculated to validate the consistency and quality of the human benchmark data

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T23:14:22.474715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dd457037-a4b0-4674-8dba-6e185635a7a1 · outbound

This paper cites Planning and Editing What You Retrieve for Enhanced Tool Learning.

VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Planning and Editing What You Retrieve for Enhanced Tool Learning

Reference 2024

Resolution: metadata mismatch; local_arxiv, observed 2026-08-04T23:14:22.335946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers