Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T23:14:22.150491Z
Paper Citation Record · LEDGER
VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction
As of 19 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2509.06736.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
49 of 49 outbound references displayed
- verified exact0
- verified fuzzy20
- unresolved27
- parse uncertain0
- malformed identifier1
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.
Pith citing papers
No inbound Pith citation observations are available.