Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-02T23:19:16.551842Z
Paper Citation Record · LEDGER
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents
As of 23 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 2 inbound Pith citation observations for arXiv:2602.14257.
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 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-12T04:28:39.177199Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-12T06:16:23.637568Z
Reference resolution
19 of 19 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved19
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 897d6105-1481-41e1-90cc-ebfb527bc1db · outbound
This paper cites Output Requirements.
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents Output Requirements
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:15.544128Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 586fd07b-ec36-4957-a803-8002e16d4ae8 · outbound
This paper cites an unresolved cited work.
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents Unresolved cited work
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:16.401937Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45e9bc00-ca00-4fc7-ad8e-2f7d42da1ef9 · outbound
This paper cites ‘#’ comments are prohibited in INPUT.
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents ‘#’ comments are prohibited in INPUT
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:15.770879Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca1c600d-784f-4a78-9cae-0f02c62bbcb7 · outbound
This paper cites Kimi K2: Open Agentic Intelligence.
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents Kimi K2: Open Agentic Intelligence
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:15.299918Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b6502e0-ad57-44de-8691-0224a3063e9d · outbound
This paper cites Qwen3 Technical Report.
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents Qwen3 Technical Report
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:15.358402Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2cf84f74-bd55-4af8-b024-162467b5dceb · outbound
This paper cites an unresolved cited work.
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents Unresolved cited work
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:16.073637Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a73c83b8-391a-4e3d-bc8e-d2cb65c5837b · outbound
This paper cites an unresolved cited work.
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents Unresolved cited work
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:16.159151Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ab62b1f-f7ec-422c-9d74-5eda607891be · outbound
This paper cites Output the following tags: <plan>PLAN: </plan>What objective information the current step expects to collect.
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents Output the following tags: <plan>PLAN: </plan>What objective information the current step expects to collect
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:15.600933Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41e148a5-adc9-4819-beec-3b8bf3795ba6 · outbound
This paper cites 2.<plan>specifies what information to collect;<tools>implements the plan.
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents 2.<plan>specifies what information to collect;<tools>implements the plan
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:15.712585Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea648f66-3fde-4645-aa14-5455f99861ff · outbound
This paper cites an unresolved cited work.
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents Unresolved cited work
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:15.872484Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fdfa287a-feb4-4750-a2d8-080b1a7754a9 · outbound
This paper cites an unresolved cited work.
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents Unresolved cited work
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:15.983214Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51e07276-fa16-49bb-94c5-da279c5aab1d · outbound
This paper cites Last week.
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents Last week
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:16.240671Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ad71dee-6117-4dd9-934d-b374c27c86e3 · outbound
This paper cites an unresolved cited work.
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents Unresolved cited work
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:16.328592Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67c7a143-d24e-4ee7-9bbd-075387df077f · outbound
This paper cites an unresolved cited work.
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents Unresolved cited work
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:16.461166Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77eb6bf0-3cb5-46b3-9db4-c9868d89b4ad · outbound
This paper cites Cost (CNY).
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents Cost (CNY)
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:16.551842Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 082c30da-8393-4a88-ad8d-0cbaf728ba05 · outbound
This paper cites Measuring Massive Multitask Language Understanding.
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents Measuring Massive Multitask Language Understanding
Reference 2020
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:14.934524Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17fa8623-1541-4157-82e9-852210df1ad0 · outbound
This paper cites WebArena: A Realistic Web Environment for Building Autonomous Agents.
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents WebArena: A Realistic Web Environment for Building Autonomous Agents
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:15.465065Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60989c5f-128f-4783-ae48-82ed233cc9b5 · outbound
This paper cites DeepSeek-V3 Technical Report.
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents DeepSeek-V3 Technical Report
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:15.063565Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ce9a3a5-961c-4ee4-b7ea-01e36e925df1 · outbound
This paper cites AI Idea Bench 2025: AI Research Idea Generation Benchmark.
AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents AI Idea Bench 2025: AI Research Idea Generation Benchmark
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:19:15.220053Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation a3acf149-b092-40e5-87d2-dd0aa6040391 · inbound
GraSP: Graph-Structured Skill Compositions for LLM Agents cites this paper.
GraSP: Graph-Structured Skill Compositions for LLM Agents AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents
Reference 1
- Resolution
- verified exact
- arxiv_id, observed 2026-06-23T04:13:44.640305Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 859637b9-b906-47d3-aea0-24765a2b53b6 · inbound
NaiAD: Initiate Data-Driven Research for LLM Advertising cites this paper.
NaiAD: Initiate Data-Driven Research for LLM Advertising AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-06-23T04:13:44.640305Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.