NaiAD: Initiate Data-Driven Research for LLM Advertising | Paper Citation Record

Observation c4f3d0c1-2e76-4904-81e0-357ee360a711 · outbound

This paper cites Prediction-Powered Inference.

NaiAD: Initiate Data-Driven Research for LLM Advertising Prediction-Powered Inference

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T06:16:23.950341Z

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Observation df0159fd-ed4e-483e-81f6-9ffb98825897 · outbound

This paper cites Introducing claude opus 4.5.

NaiAD: Initiate Data-Driven Research for LLM Advertising Introducing claude opus 4.5

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.142558Z

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Observation 1bf3290c-f9f5-4030-958e-80e48b73b734 · outbound

This paper cites Competition in two-sided markets.The RAND journal of economics, 37(3):668–691.

NaiAD: Initiate Data-Driven Research for LLM Advertising Competition in two-sided markets.The RAND journal of economics, 37(3):668–691

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.098645Z

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Observation 58e091c0-b598-498f-aea5-dfc31ca50a50 · outbound

This paper cites Austin.How To Do Things With Words: The William James Lectures delivered at Harvard University in 1955.

NaiAD: Initiate Data-Driven Research for LLM Advertising Austin.How To Do Things With Words: The William James Lectures delivered at Harvard University in 1955

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.120488Z

Source-reported events for the cited work

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Observation 4b4e2f38-3278-4cb4-8654-7a119d4b9288 · outbound

This paper cites Mae-am: Query-driven multi-advertisement embeddings and auction mechanism in llm.

NaiAD: Initiate Data-Driven Research for LLM Advertising Mae-am: Query-driven multi-advertisement embeddings and auction mechanism in llm

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.149134Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 33a31417-582c-4712-9160-f3a5d1887110 · outbound

This paper cites Position auctions in ai-generated content.

NaiAD: Initiate Data-Driven Research for LLM Advertising Position auctions in ai-generated content

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.451799Z

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Observation 342119d5-93ef-408a-8f5f-029c8ba8a1df · outbound

This paper cites Generating Campaign Ads & Keywords for Pro- grammatic Advertising.IEEE Access, 11:43557–43565.

NaiAD: Initiate Data-Driven Research for LLM Advertising Generating Campaign Ads & Keywords for Pro- grammatic Advertising.IEEE Access, 11:43557–43565

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.427479Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b1676968-019a-4929-a680-05ec581cd778 · outbound

This paper cites Budget-Constrained Auctions with Unassured Priors: Strategic Equivalence and Structural Properties.

NaiAD: Initiate Data-Driven Research for LLM Advertising Budget-Constrained Auctions with Unassured Priors: Strategic Equivalence and Structural Properties

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.445531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation feb7bf1f-ed1e-4257-9cf0-a1e1ea961981 · outbound

This paper cites Query-Variant Advertisement Text Generation with Association Knowledge.

NaiAD: Initiate Data-Driven Research for LLM Advertising Query-Variant Advertisement Text Generation with Association Knowledge

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:11:27.347638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e085903d-7624-4b74-b775-fd866066ddb5 · outbound

This paper cites Auctions with LLM Summaries.

NaiAD: Initiate Data-Driven Research for LLM Advertising Auctions with LLM Summaries

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:16:23.854488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8c5f0ccb-7131-490b-bd37-dfad3f02d4e1 · outbound

This paper cites Mechanism design for large language models.

NaiAD: Initiate Data-Driven Research for LLM Advertising Mechanism design for large language models

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.401488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5110ba82-3be9-44e0-b73e-b9d2b7abe795 · outbound

This paper cites Online Advertisements with LLMs: Opportunities and Challenges.

NaiAD: Initiate Data-Driven Research for LLM Advertising Online Advertisements with LLMs: Opportunities and Challenges

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:16:23.807382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ce4cd36c-dbf7-4d1c-a37d-1bff216c6cb9 · outbound

This paper cites Stratified Prediction-Powered Inference for Hybrid Language Model Evaluation.

NaiAD: Initiate Data-Driven Research for LLM Advertising Stratified Prediction-Powered Inference for Hybrid Language Model Evaluation

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T06:16:23.779569Z

Source-reported events for the cited work

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Observation 8dd93be3-c90e-49c1-8321-5437c9ae5b69 · outbound

This paper cites Ad Auctions for LLMs via Retrieval Augmented Generation.

NaiAD: Initiate Data-Driven Research for LLM Advertising Ad Auctions for LLMs via Retrieval Augmented Generation

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.371767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8d4cae61-40f9-4657-84af-484be2103781 · outbound

This paper cites Hyewcos: A comparative study of hybrid embedding and weighting techniques for text similarity in short subjective educational text.Information, 16(11):995.

NaiAD: Initiate Data-Driven Research for LLM Advertising Hyewcos: A comparative study of hybrid embedding and weighting techniques for text similarity in short subjective educational text.Information, 16(11):995

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.337585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 859637b9-b906-47d3-aea0-24765a2b53b6 · outbound

This paper cites AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents.

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 2026-08-10T06:31:04.303077+00:00.

Observation d66b76be-29ba-4c49-b7cf-2c04ba5db035 · outbound

This paper cites GEM-Bench: A Benchmark for Ad-Injected Response Generation within Generative Engine Marketing.

NaiAD: Initiate Data-Driven Research for LLM Advertising GEM-Bench: A Benchmark for Ad-Injected Response Generation within Generative Engine Marketing

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-06-01T02:02:18.570340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 350a218f-0bf9-4385-a86c-8232c62cb4da · outbound

This paper cites Mm-opera: Benchmarking open-ended association reasoning for large vision-language models.

NaiAD: Initiate Data-Driven Research for LLM Advertising Mm-opera: Benchmarking open-ended association reasoning for large vision-language models

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.407065Z

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Observation 86f3aa68-bb21-4a77-97ea-cb0f08745305 · outbound

This paper cites Closing statement: Linguistics and poetics.Style in Language.

NaiAD: Initiate Data-Driven Research for LLM Advertising Closing statement: Linguistics and poetics.Style in Language

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.462676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c6ac01f4-4dba-4f1c-84fa-810aa549bdbe · outbound

This paper cites Artificial hivemind: The open-ended homogeneity of language models (and beyond).

NaiAD: Initiate Data-Driven Research for LLM Advertising Artificial hivemind: The open-ended homogeneity of language models (and beyond)

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.422173Z

Source-reported events for the cited work

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Observation 9c248dd7-cd8d-4be7-a5d1-44eb2b803229 · outbound

This paper cites An Empiri- cal Study of Generating Texts for Search Engine Advertising.

NaiAD: Initiate Data-Driven Research for LLM Advertising An Empiri- cal Study of Generating Texts for Search Engine Advertising

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.467563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ce0fa2ff-7a6a-49ff-a45b-6fb997f412d3 · outbound

This paper cites Striking Gold in Adver- tising: Standardization and Exploration of Ad Text Generation.

NaiAD: Initiate Data-Driven Research for LLM Advertising Striking Gold in Adver- tising: Standardization and Exploration of Ad Text Generation

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.435186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e8104647-e1b4-45d2-a103-9719fde6ddf3 · outbound

This paper cites Sponsored Question Answering.

NaiAD: Initiate Data-Driven Research for LLM Advertising Sponsored Question Answering

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:16:23.868689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fda5c657-ba06-4acd-9f0f-2fa4af12d4ea · outbound

This paper cites don’t do it.

NaiAD: Initiate Data-Driven Research for LLM Advertising don’t do it

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.355756Z

Source-reported events for the cited work

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Observation f92fd951-173a-4afa-bece-8fbcc748f9f3 · outbound

This paper cites Ad policies.

NaiAD: Initiate Data-Driven Research for LLM Advertising Ad policies

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.270283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2a0c6ea1-0ea2-49c6-bde4-29924181fb74 · outbound

This paper cites BannerBench: Benchmarking vision language models for multi-ad selection with human preferences.

NaiAD: Initiate Data-Driven Research for LLM Advertising BannerBench: Benchmarking vision language models for multi-ad selection with human preferences

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.411775Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 91a2a17c-90e4-4916-98ad-89fd77d2a0b7 · outbound

This paper cites Qwen3.5: Towards native multimodal agents, February 2026.

NaiAD: Initiate Data-Driven Research for LLM Advertising Qwen3.5: Towards native multimodal agents, February 2026

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.441067Z

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Observation 81f0838e-71cb-44a6-82f0-bc7c40acf146 · outbound

This paper cites Qwen3.6-Plus: Towards real world agents, April 2026.

NaiAD: Initiate Data-Driven Research for LLM Advertising Qwen3.6-Plus: Towards real world agents, April 2026

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.284023Z

Source-reported events for the cited work

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Observation 6441ca33-e2cc-4261-b5be-23aead00a2d7 · outbound

This paper cites Sentence-BERT: Sentence embeddings using Siamese BERT- networks.

NaiAD: Initiate Data-Driven Research for LLM Advertising Sentence-BERT: Sentence embeddings using Siamese BERT- networks

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.328951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3248886c-5fdc-4ad5-ae9d-da90991d9772 · outbound

This paper cites Platform competition in two-sided markets.Journal of the european economic association, 1(4):990–1029.

NaiAD: Initiate Data-Driven Research for LLM Advertising Platform competition in two-sided markets.Journal of the european economic association, 1(4):990–1029

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.361041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c5bb0bb7-f61c-44c8-b154-6a6e85cb1093 · outbound

This paper cites Detecting Generated Native Ads in Conversational Search.

NaiAD: Initiate Data-Driven Research for LLM Advertising Detecting Generated Native Ads in Conversational Search

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.385224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a49fd4f3-7b04-485d-bff2-f29cfcfaa357 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.375241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d036cee0-534f-420b-8bb5-fcfc73006a35 · outbound

This paper cites Know where to go: Make llm a relevant, responsible, and trustworthy searchers.Decision Support Systems, 188:114354.

NaiAD: Initiate Data-Driven Research for LLM Advertising Know where to go: Make llm a relevant, responsible, and trustworthy searchers.Decision Support Systems, 188:114354

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.381193Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e551e769-727e-448a-854b-431d60f79415 · outbound

This paper cites Truthful Aggregation of LLMs with an Application to Online Advertising.

NaiAD: Initiate Data-Driven Research for LLM Advertising Truthful Aggregation of LLMs with an Application to Online Advertising

Reference 34

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T06:16:23.893792Z

Source-reported events for the cited work

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Observation 5fa3f6aa-ded0-4976-9deb-469b18cb3132 · outbound

This paper cites The problem with OpenAI putting ads in ChatGPT.

NaiAD: Initiate Data-Driven Research for LLM Advertising The problem with OpenAI putting ads in ChatGPT

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.287602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cdf0e2c2-52f7-47fa-8ed7-c5a45c46b722 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 36

Resolution: parse uncertain; raw_fallback, observed 2026-05-12T14:56:39.456500Z

Source-reported events for the cited work

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Observation 2671a8d8-e600-45e4-9a67-06b42e09ed98 · outbound

This paper cites When will chatgpt replace search? maybe sooner than you think.

NaiAD: Initiate Data-Driven Research for LLM Advertising When will chatgpt replace search? maybe sooner than you think

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.417787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b721e5cf-d440-452d-a32d-1e5e60135db8 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

NaiAD: Initiate Data-Driven Research for LLM Advertising Chain-of-thought prompting elicits reasoning in large language models

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.389581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 119157c2-4306-4bd1-be31-33f87739c1b6 · outbound

This paper cites sponsorblock-768 dataset.

NaiAD: Initiate Data-Driven Research for LLM Advertising sponsorblock-768 dataset

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.332697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d00d8512-6da6-4c58-9aff-d80212ee1a79 · outbound

This paper cites arXiv preprint arXiv:2601.19435 , year=.

NaiAD: Initiate Data-Driven Research for LLM Advertising arXiv preprint arXiv:2601.19435 , year=

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:16:23.906711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4bee65b6-d4b3-4b79-aa9c-9bdf99eb0557 · outbound

This paper cites A User Study on the Acceptance of Native Advertising in Generative IR.

NaiAD: Initiate Data-Driven Research for LLM Advertising A User Study on the Acceptance of Native Advertising in Generative IR

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.364862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 72b5652a-ddf2-407c-a5dc-93ed265b530c · outbound

This paper cites AdTEC: A unified benchmark for evaluating text quality in search engine advertising.

NaiAD: Initiate Data-Driven Research for LLM Advertising AdTEC: A unified benchmark for evaluating text quality in search engine advertising

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.266791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fb17aa26-bedc-4bc6-b5c4-7a2ee870ef8f · outbound

This paper cites LLM-Auction: Generative Auction towards LLM-Native Advertising.

NaiAD: Initiate Data-Driven Research for LLM Advertising LLM-Auction: Generative Auction towards LLM-Native Advertising

Reference 43

Resolution: verified exact; local_arxiv, observed 2026-05-12T06:16:23.878564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 134a4549-8aa4-43db-a25a-c034e8498f6e · outbound

This paper cites A Survey of Large Language Models.

NaiAD: Initiate Data-Driven Research for LLM Advertising A Survey of Large Language Models

Reference 44

Resolution: verified exact; local_arxiv, observed 2026-05-12T06:16:23.835921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7e9ac9c8-18de-4e0b-a0f6-4fcff6ddb54a · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena.

NaiAD: Initiate Data-Driven Research for LLM Advertising Judging llm-as-a-judge with mt-bench and chatbot arena

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.348107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f69b6da2-6ff2-4ece-a8e0-78b823b6625b · outbound

This paper cites Decoupled control allows platforms to dynamically slide along the Pareto frontier.

NaiAD: Initiate Data-Driven Research for LLM Advertising Decoupled control allows platforms to dynamically slide along the Pareto frontier

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.275124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0a726092-28bc-40c6-81ff-5dbfeb47499d · outbound

This paper cites Advertisers seeking direct conversion can bid on specific commercial utility pa- rameters, whereas brand-awareness campaigns can optimize for high relevance and coherence.

NaiAD: Initiate Data-Driven Research for LLM Advertising Advertisers seeking direct conversion can bid on specific commercial utility pa- rameters, whereas brand-awareness campaigns can optimize for high relevance and coherence

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.291379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 89dcb9f9-6f87-4afa-9b67-631194b04cb7 · outbound

This paper cites Logical Bridge.

NaiAD: Initiate Data-Driven Research for LLM Advertising Logical Bridge

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.395842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1cbecee3-6c5b-47f0-a801-56876556b753 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.368497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation db07d77c-df49-4e42-9e66-d6208b48a97c · outbound

This paper cites While statistically grounded, the robustness of 13 this calibration is constrained by the size and diversity of this anchor set.

NaiAD: Initiate Data-Driven Research for LLM Advertising While statistically grounded, the robustness of 13 this calibration is constrained by the size and diversity of this anchor set

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.280505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e620a89c-bc7c-4ef7-ae7d-bf7d855553c4 · outbound

This paper cites • Ambiguity in Advertising Context:The boundary between persuasive marketing language, acceptable exaggeration, and harmful hallucination is inherently ambiguous.

NaiAD: Initiate Data-Driven Research for LLM Advertising • Ambiguity in Advertising Context:The boundary between persuasive marketing language, acceptable exaggeration, and harmful hallucination is inherently ambiguous

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.208073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e6f42909-7933-44b1-95a8-2d85b9e97145 · outbound

This paper cites semantic exploratory space.

NaiAD: Initiate Data-Driven Research for LLM Advertising semantic exploratory space

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.116843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 39834fff-243f-485e-a788-03323f3d0875 · outbound

This paper cites LLM-as-a-Judge.

NaiAD: Initiate Data-Driven Research for LLM Advertising LLM-as-a-Judge

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.105421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1f163e8b-829a-4465-93f0-a285b23d9d1d · outbound

This paper cites thought partner.

NaiAD: Initiate Data-Driven Research for LLM Advertising thought partner

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.108911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b3985e9c-3c64-458c-8d28-e4f9c2de8196 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.247434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f4aeaca3-609a-4c07-b2e3-27e4b9f990e7 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.156170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7d746cf7-9128-4f87-a643-20c3a9a45512 · outbound

This paper cites The ad content MUST be wrapped in <ad>...</ad> tags.

NaiAD: Initiate Data-Driven Research for LLM Advertising The ad content MUST be wrapped in <ad>...</ad> tags

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.152961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e1c3d8c9-b5d0-466a-9e5a-3f6839068734 · outbound

This paper cites Be honest about the quality level.

NaiAD: Initiate Data-Driven Research for LLM Advertising Be honest about the quality level

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.112876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c7d6c306-4821-4631-94be-e471c7d097da · outbound

This paper cites response.

NaiAD: Initiate Data-Driven Research for LLM Advertising response

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.135857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6ae26c5c-6330-40d6-a280-f88bed08750a · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.145855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e121835c-2bac-4244-b792-919793c69c3c · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.132003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a6ad3716-96ad-459c-a5c1-58900027f7b2 · outbound

This paper cites evidence.

NaiAD: Initiate Data-Driven Research for LLM Advertising evidence

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.250811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7c028712-fa20-4de5-bc5f-bc43d1426dba · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.139324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 27ae655b-c324-4976-8916-f5898c1266f3 · outbound

This paper cites 25 Figure 7: Screenshot of human annotation interface for scoring samples.

NaiAD: Initiate Data-Driven Research for LLM Advertising 25 Figure 7: Screenshot of human annotation interface for scoring samples

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.257073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 679a2741-5f2d-44e2-9dcb-3b899b67e4c8 · outbound

This paper cites gold standard.

NaiAD: Initiate Data-Driven Research for LLM Advertising gold standard

Reference 65

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T06:16:23.961025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0d4bdee9-e45c-4dfa-b3f1-11ef0f5edd06 · outbound

This paper cites When these shifted clusters are aggregated into a single density plot, the boundaries between strata manifest as sharp transitions or localized spikes.

NaiAD: Initiate Data-Driven Research for LLM Advertising When these shifted clusters are aggregated into a single density plot, the boundaries between strata manifest as sharp transitions or localized spikes

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.260303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 341e953c-4db9-4523-b2e0-00b88d3b23f0 · outbound

This paper cites chaotic concreteness.

NaiAD: Initiate Data-Driven Research for LLM Advertising chaotic concreteness

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.163036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6611697a-be71-4d26-a5ba-fbf51ced0ea7 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.232012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fd6773e4-4344-42dd-8fc8-f9293f2cb9b4 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.226231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8848a276-9875-4a56-b64a-14dccae47834 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.223262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1aade448-49d7-4aa2-9bd6-5acbc58f99b9 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.236165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e58819a1-8e6d-4574-81fa-f3a35433576c · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.219024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a8938205-3be2-4acd-aca6-e1095a3555d1 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.159487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 38926223-f5e8-44f2-acbb-6a3c2ce36ef3 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.211500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1a0d1d25-f266-40e4-a9ec-1023347b2fe2 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.194095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 64d246a5-6bd4-418e-ae0c-9777fa9ca1a3 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.200834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f732b550-004c-4824-a20d-0e33ff92b1ba · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.197660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 73940337-5e69-4e44-acc7-046dda89dd66 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.204096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 092a2c7a-e0e9-4b79-870a-a679e40b7fbc · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.215569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3331e2fe-8d69-4416-bac9-31edfcbd4017 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.238894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 55695d51-78f5-42c6-b158-90ab33d64706 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.254001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d4da551b-eb8e-492c-b68f-b94316ac6945 · outbound

This paper cites There will always be people richer than you—but there do not have to be so many.

NaiAD: Initiate Data-Driven Research for LLM Advertising There will always be people richer than you—but there do not have to be so many

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.187760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 557e6bc2-032e-4cde-b504-4f3551545d5a · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.190989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 607fbbd0-0f2c-4cbf-b673-edc238416417 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 84

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.183855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 865fc94a-0178-45dd-a52d-1abc0a9a5d32 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.180186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 82e4a87a-f71a-495f-a654-bdcb44aa98a6 · outbound

This paper cites Score Q1: 1.4385; Q2: 1.0000; Q3: 1.0000; Q4: 1.0000 Analysis In stark contrast, this suboptimal response demon- strates the catastrophic failure of.

NaiAD: Initiate Data-Driven Research for LLM Advertising Score Q1: 1.4385; Q2: 1.0000; Q3: 1.0000; Q4: 1.0000 Analysis In stark contrast, this suboptimal response demon- strates the catastrophic failure of

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.176739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 86f6bf7b-0ac0-47f1-b779-127874a67285 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 87

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.172965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 69696acf-169f-400c-86d5-ffe78e7c95dd · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.169758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2b67f414-e518-4af6-9961-9d02c8fddac4 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 89

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.263494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b2d90d7b-7f89-4a06-a4e6-435c741616c9 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.101825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d043639d-c524-4398-83e1-594c750d06bb · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 91

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.244114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 162e6a38-391b-4e36-8614-0849724a2102 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 92

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.480033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 669858a6-ca59-41db-9ac9-f2902ce9f92a · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 93

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.123766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a68866b1-ba35-454b-9d9b-c46184904f32 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 94

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.472359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c5af355b-6093-43b6-b763-e1999cf39936 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 95

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.351709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 448bd5e1-1756-4143-b238-e0659b12cd33 · outbound

This paper cites an unresolved cited work.

NaiAD: Initiate Data-Driven Research for LLM Advertising Unresolved cited work

Reference 96

Resolution: unresolved; raw_fallback, observed 2026-05-12T14:56:39.342741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8317bce5-edae-41a0-b85d-0f4ab9d7c3d3 · outbound

This paper cites Dynamic Em- pathy.

NaiAD: Initiate Data-Driven Research for LLM Advertising Dynamic Em- pathy

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:56:39.166436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers