Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:19:04.066128Z
Paper Citation Record · LEDGER
DeepShop: A Benchmark for Deep Research Shopping Agents
As of 9 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 12 inbound Pith citation observations for arXiv:2506.02839.
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 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T22:48:28.269873Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T15:48:35.852951Z
Reference resolution
63 of 63 outbound references displayed
- verified exact4
- verified fuzzy33
- unresolved25
- parse uncertain1
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 1f37c6f4-4c4d-4074-a8fe-da50a4778974 · outbound
This paper cites Agent-E: From Autonomous Web Navigation to Foundational Design Principles in Agentic Systems.
DeepShop: A Benchmark for Deep Research Shopping Agents Agent-E: From Autonomous Web Navigation to Foundational Design Principles in Agentic Systems
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:18:56.872994Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42b15532-02da-4ff8-89e1-3354e8f7023c · outbound
This paper cites Large Language Models Empowered Personalized Web Agents.
DeepShop: A Benchmark for Deep Research Shopping Agents Large Language Models Empowered Personalized Web Agents
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:18:56.938858Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 459f2066-67ee-4117-a407-5e88d922df7a · outbound
This paper cites ChatShop: Interactive Information Seeking with Language Agents.
DeepShop: A Benchmark for Deep Research Shopping Agents ChatShop: Interactive Information Seeking with Language Agents
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:18:57.040823Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6cfd356-7d61-40b0-a986-376a7dc69328 · outbound
This paper cites I., Fetahu, B., and Malmasi, S.
DeepShop: A Benchmark for Deep Research Shopping Agents I., Fetahu, B., and Malmasi, S
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:12.166970Z
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 c80b82c7-1704-4713-9291-e6287255fab9 · outbound
This paper cites Mind2web: Towards a generalist agent for the web.
DeepShop: A Benchmark for Deep Research Shopping Agents Mind2web: Towards a generalist agent for the web
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:11.944895Z
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 c8144431-de5e-4206-b1fc-cfbdac92448f · outbound
This paper cites S., and Gur, I.
DeepShop: A Benchmark for Deep Research Shopping Agents S., and Gur, I
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:11.743446Z
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 a1b0c5d8-7342-4844-b455-832e2522b919 · outbound
This paper cites Confu- cius: Iterative tool learning from introspection feedback by easy-to-difficult curriculum.
DeepShop: A Benchmark for Deep Research Shopping Agents Confu- cius: Iterative tool learning from introspection feedback by easy-to-difficult curriculum
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:11.566807Z
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 a8746672-1eea-4518-b11e-ce42b653d813 · outbound
This paper cites Try deep research and Gemini 2.0 flash experimental.
DeepShop: A Benchmark for Deep Research Shopping Agents Try deep research and Gemini 2.0 flash experimental
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:11.423772Z
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 cf45194a-87c6-4a25-8ed8-b01dc5971c7a · outbound
This paper cites Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents.
DeepShop: A Benchmark for Deep Research Shopping Agents Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:18:57.846242Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e2a58e5-77ed-492f-8787-3fa3555ba2c9 · outbound
This paper cites V ., Safdari, M., Matsuo, Y ., Eck, D., and Faust, A.
DeepShop: A Benchmark for Deep Research Shopping Agents V ., Safdari, M., Matsuo, Y ., Eck, D., and Faust, A
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:11.259406Z
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 15a0c2ce-5cc9-42a8-93ee-1c3fe2f5b007 · outbound
This paper cites WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models.
DeepShop: A Benchmark for Deep Research Shopping Agents WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:18:58.232784Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34649985-cfff-4b69-b4b9-fd92d487671d · outbound
This paper cites OpenWebVoyager: Building Multimodal Web Agents via Iterative Real-World Exploration, Feedback and Optimization.
DeepShop: A Benchmark for Deep Research Shopping Agents OpenWebVoyager: Building Multimodal Web Agents via Iterative Real-World Exploration, Feedback and Optimization
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:18:58.352077Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86e2635f-1bd8-4c16-b517-d53387f77936 · outbound
This paper cites Query reformulation in e-commerce search.
DeepShop: A Benchmark for Deep Research Shopping Agents Query reformulation in e-commerce search
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:11.092296Z
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 1ad97f31-9806-4635-a164-5dfe977155ef · outbound
This paper cites VideoWebArena: Evaluating Long Context Multimodal Agents with Video Understanding Web Tasks.
DeepShop: A Benchmark for Deep Research Shopping Agents VideoWebArena: Evaluating Long Context Multimodal Agents with Video Understanding Web Tasks
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:18:58.609672Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd8b6df9-137c-4913-bf95-f0850e97dedf · outbound
This paper cites P., Littman, M.
DeepShop: A Benchmark for Deep Research Shopping Agents P., Littman, M
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:10.928794Z
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 25b22ce0-15ea-4fdd-8157-2135f7a2651f · outbound
This paper cites Agent-centric Information Access.
DeepShop: A Benchmark for Deep Research Shopping Agents Agent-centric Information Access
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:18:58.895085Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9cd5a1a-45ea-47e2-9516-4ec6a1ea9c28 · outbound
This paper cites Language models can solve computer tasks.
DeepShop: A Benchmark for Deep Research Shopping Agents Language models can solve computer tasks
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:10.717001Z
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 88218cf6-4074-473a-b055-04d3bcc7b21f · outbound
This paper cites Y ., Lo, R., Jang, L., Duvvur, V ., Lim, M.
DeepShop: A Benchmark for Deep Research Shopping Agents Y ., Lo, R., Jang, L., Duvvur, V ., Lim, M
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:10.521341Z
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 ea12f61e-c5d9-42ed-beb5-8a1dbe6157a6 · outbound
This paper cites L., Yao, S., Chen, Y ., Shen, P., Yu, H., Zhang, H., Zhang, X., Dong, Y ., and Tang, J.
DeepShop: A Benchmark for Deep Research Shopping Agents L., Yao, S., Chen, Y ., Shen, P., Yu, H., Zhang, H., Zhang, X., Dong, Y ., and Tang, J
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:10.378199Z
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 4ec4f1e5-8378-4743-bf9d-d7f25e2e16a1 · outbound
This paper cites InfiGUI-R1: Advancing Multimodal GUI Agents from Reactive Actors to Deliberative Reasoners.
DeepShop: A Benchmark for Deep Research Shopping Agents InfiGUI-R1: Advancing Multimodal GUI Agents from Reactive Actors to Deliberative Reasoners
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:18:59.463610Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a82c7b3b-adab-4787-bada-2b8c7007ae6d · outbound
This paper cites H., Kasner, Z., and Reddy, S.
DeepShop: A Benchmark for Deep Research Shopping Agents H., Kasner, Z., and Reddy, S
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:10.206882Z
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 85431cc6-a02e-418f-90b1-f55731546158 · outbound
This paper cites Improving legal judgment prediction through reinforced criminal element extraction.
DeepShop: A Benchmark for Deep Research Shopping Agents Improving legal judgment prediction through reinforced criminal element extraction
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:10.055619Z
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 615ef81a-a426-4281-ae10-8fba8f11bd97 · outbound
This paper cites Multi- defendant legal judgment prediction via hierarchical reasoning.
DeepShop: A Benchmark for Deep Research Shopping Agents Multi- defendant legal judgment prediction via hierarchical reasoning
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:09.845533Z
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 663eeb40-539b-42a2-a0ba-fa5317f014ad · outbound
This paper cites Feature-level debiased natural language understanding.
DeepShop: A Benchmark for Deep Research Shopping Agents Feature-level debiased natural language understanding
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:09.608102Z
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 ca2e55ed-36f3-43e0-a3d4-6a3e3f140dde · outbound
This paper cites Knowtuning: Knowledge-aware fine-tuning for large language models.
DeepShop: A Benchmark for Deep Research Shopping Agents Knowtuning: Knowledge-aware fine-tuning for large language models
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:09.400037Z
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 dbd5aa25-1298-4605-ac66-3cc037be1fa7 · outbound
This paper cites MACPO: Weak-to-Strong Alignment via Multi-Agent Contrastive Preference Optimization.
DeepShop: A Benchmark for Deep Research Shopping Agents MACPO: Weak-to-Strong Alignment via Multi-Agent Contrastive Preference Optimization
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:19:00.184893Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6eee96fc-c198-47a3-b7f4-6c6488f1ffcc · outbound
This paper cites Cognitive Biases in Large Language Models for News Recommendation.
DeepShop: A Benchmark for Deep Research Shopping Agents Cognitive Biases in Large Language Models for News Recommendation
Reference 27
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T11:19:05.274196Z
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 f68a6b39-d2d9-4673-aceb-3aebdeda8ef0 · outbound
This paper cites GAIA: a benchmark for general AI assistants.
DeepShop: A Benchmark for Deep Research Shopping Agents GAIA: a benchmark for general AI assistants
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:09.159513Z
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 abd3a4a2-6cfb-4d2d-b17b-f9753c4bf488 · outbound
This paper cites and Žuni ˇc, G.
DeepShop: A Benchmark for Deep Research Shopping Agents and Žuni ˇc, G
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:08.943800Z
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 10b49cf0-c5e9-4d90-9449-f54761fc26d7 · outbound
This paper cites WebGPT: Browser-assisted question-answering with human feedback.
DeepShop: A Benchmark for Deep Research Shopping Agents WebGPT: Browser-assisted question-answering with human feedback
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:19:00.672694Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e0a111d-5fdd-4867-bb99-e369694fc0d9 · outbound
This paper cites D., Xie, Z., Kim, S., Zhang, R., Yu, T., Tanjim, M.
DeepShop: A Benchmark for Deep Research Shopping Agents D., Xie, Z., Kim, S., Zhang, R., Yu, T., Tanjim, M
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:19:00.784197Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2f8a8ea-7f98-432d-9ff9-c2cbd656c546 · outbound
This paper cites A Survey of WebAgents: Towards Next-Generation AI Agents for Web Automation with Large Foundation Models.
DeepShop: A Benchmark for Deep Research Shopping Agents A Survey of WebAgents: Towards Next-Generation AI Agents for Web Automation with Large Foundation Models
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:19:00.895854Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04087287-3c22-427c-b7d2-4ea89ee16887 · outbound
This paper cites Introducing deep research.
DeepShop: A Benchmark for Deep Research Shopping Agents Introducing deep research
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:08.693329Z
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 6fa9cca7-a9af-4aa4-aa0c-302a089d4207 · outbound
This paper cites WebCanvas: Benchmarking Web Agents in Online Environments.
DeepShop: A Benchmark for Deep Research Shopping Agents WebCanvas: Benchmarking Web Agents in Online Environments
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:19:01.052721Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9737a012-5ceb-4219-87d1-ba1d4bae21c8 · outbound
This paper cites Information discovery in e-commerce.
DeepShop: A Benchmark for Deep Research Shopping Agents Information discovery in e-commerce
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:08.499391Z
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 f9a51e09-fe4a-49b6-836c-6971e33e4157 · outbound
This paper cites From pixels to UI actions: Learning to follow instructions via graphical user interfaces.
DeepShop: A Benchmark for Deep Research Shopping Agents From pixels to UI actions: Learning to follow instructions via graphical user interfaces
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:08.314958Z
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 418588fb-d4d6-44f5-ac66-95ce48176972 · outbound
This paper cites Learning to Use Tools via Cooperative and Interactive Agents.
DeepShop: A Benchmark for Deep Research Shopping Agents Learning to Use Tools via Cooperative and Interactive Agents
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:19:01.415899Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49618552-7df7-4da5-b9c0-cc8ff8075ba9 · outbound
This paper cites Generate-then-Ground in Retrieval-Augmented Generation for Multi-hop Question Answering.
DeepShop: A Benchmark for Deep Research Shopping Agents Generate-then-Ground in Retrieval-Augmented Generation for Multi-hop Question Answering
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:19:01.519338Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c1a9496-3e59-4e50-8531-eff7aa599e7e · outbound
This paper cites Tool learning in the wild: Empowering language models as automatic tool agents.
DeepShop: A Benchmark for Deep Research Shopping Agents Tool learning in the wild: Empowering language models as automatic tool agents
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:08.102414Z
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 a72f06ec-f7c3-4981-83ce-36b9ce83e44e · outbound
This paper cites Direct Retrieval-augmented Optimization: Synergizing Knowledge Selection and Language Models.
DeepShop: A Benchmark for Deep Research Shopping Agents Direct Retrieval-augmented Optimization: Synergizing Knowledge Selection and Language Models
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:19:01.796688Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 707e4ca1-d924-408b-b4ce-ec74d739b446 · outbound
This paper cites Iterative Self-Incentivization Empowers Large Language Models as Agentic Searchers.
DeepShop: A Benchmark for Deep Research Shopping Agents Iterative Self-Incentivization Empowers Large Language Models as Agentic Searchers
Reference 41
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T11:19:04.942153Z
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 59efca52-ebac-483d-bd0d-d82a85831ca5 · outbound
This paper cites A taxonomy of queries for e-commerce search.
DeepShop: A Benchmark for Deep Research Shopping Agents A taxonomy of queries for e-commerce search
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:07.797119Z
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 b380fdfd-5871-4032-a814-d558423c2143 · outbound
This paper cites BEARCUBS: A benchmark for computer-using web agents.
DeepShop: A Benchmark for Deep Research Shopping Agents BEARCUBS: A benchmark for computer-using web agents
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:19:02.146589Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87697720-7e3c-4833-be57-26d2c8bbb20c · outbound
This paper cites R., Yao, S., Narasimhan, K., and Griffiths, T.
DeepShop: A Benchmark for Deep Research Shopping Agents R., Yao, S., Narasimhan, K., and Griffiths, T
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:07.602642Z
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 4b70cda2-35cf-4b11-843d-7aba93f0a7cd · outbound
This paper cites H., Kallumadi, S., Murdock, V ., and de Rijke, M.
DeepShop: A Benchmark for Deep Research Shopping Agents H., Kallumadi, S., Murdock, V ., and de Rijke, M
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:07.379848Z
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 b8dc155c-8fb9-4b16-9bea-e7a50a9a2909 · outbound
This paper cites GUI Agents with Foundation Models: A Comprehensive Survey.
DeepShop: A Benchmark for Deep Research Shopping Agents GUI Agents with Foundation Models: A Comprehensive Survey
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:19:02.496623Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2e7682b-7981-419a-b652-201d4fb7973a · outbound
This paper cites A cooperative multi- agent framework for zero-shot named entity recognition.
DeepShop: A Benchmark for Deep Research Shopping Agents A cooperative multi- agent framework for zero-shot named entity recognition
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:07.183626Z
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 0a5b6431-fb7a-40a3-9419-e2347d22ee17 · outbound
This paper cites Inducing Programmatic Skills for Agentic Tasks.
DeepShop: A Benchmark for Deep Research Shopping Agents Inducing Programmatic Skills for Agentic Tasks
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:19:02.641784Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff45a165-cc68-4461-a82f-69244b2f047e · outbound
This paper cites WizardLM: Empowering large pre-trained language models to follow complex instructions.
DeepShop: A Benchmark for Deep Research Shopping Agents WizardLM: Empowering large pre-trained language models to follow complex instructions
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:19:02.750678Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98d10c2d-d331-49ae-8c1d-fc081982a590 · outbound
This paper cites H., Gou, B., Song, D., Sun, H., and Su, Y.
DeepShop: A Benchmark for Deep Research Shopping Agents H., Gou, B., Song, D., Sun, H., and Su, Y
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:19:02.846624Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14270700-6727-4ddc-831f-4a38aa672708 · outbound
This paper cites Webshop: Towards scalable real-world web interaction with grounded language agents.
DeepShop: A Benchmark for Deep Research Shopping Agents Webshop: Towards scalable real-world web interaction with grounded language agents
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:06.977024Z
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 1770cb0d-66bf-48a7-8b5c-3be0bed66b8e · outbound
This paper cites J., Malaviya, C., Bogin, B., Press, O., and Berant, J.
DeepShop: A Benchmark for Deep Research Shopping Agents J., Malaviya, C., Bogin, B., Press, O., and Berant, J
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:06.691213Z
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 6f30be1c-fb23-4939-8f1d-64a3d7f2fc75 · outbound
This paper cites Large Language Model-Brained GUI Agents: A Survey.
DeepShop: A Benchmark for Deep Research Shopping Agents Large Language Model-Brained GUI Agents: A Survey
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:19:03.142066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dab55b24-7eb2-4b33-904a-b8173733d800 · outbound
This paper cites Towards personalized and semantic retrieval: An end-to-end solution for e-commerce search via embed- ding learning.
DeepShop: A Benchmark for Deep Research Shopping Agents Towards personalized and semantic retrieval: An end-to-end solution for e-commerce search via embed- ding learning
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:06.488575Z
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 9a8f6d53-1462-4908-b696-ab5be334f179 · outbound
This paper cites Variational reasoning over incomplete knowledge graphs for conversational recommendation.
DeepShop: A Benchmark for Deep Research Shopping Agents Variational reasoning over incomplete knowledge graphs for conversational recommendation
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:06.279071Z
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 843cab95-9da7-4f3a-ab50-f1f54d343818 · outbound
This paper cites Towards empathetic conversational recommender systems.
DeepShop: A Benchmark for Deep Research Shopping Agents Towards empathetic conversational recommender systems
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:06.040767Z
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 6717a5bc-09dc-427e-998a-9d14bd0ed72e · outbound
This paper cites Towards Empathetic Conversational Recommender Systems.
DeepShop: A Benchmark for Deep Research Shopping Agents Towards Empathetic Conversational Recommender Systems
Reference 57
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T11:19:04.594114Z
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 fe421c7c-5f34-4035-96a3-2811349a190f · outbound
This paper cites MMInA: Benchmarking Multihop Multimodal Internet Agents.
DeepShop: A Benchmark for Deep Research Shopping Agents MMInA: Benchmarking Multihop Multimodal Internet Agents
Reference 58
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:19:03.764620Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1d2de38-af00-444a-8c73-4669edb2f4d8 · outbound
This paper cites Improving Sequential Recommenders through Counterfactual Augmentation of System Exposure.
DeepShop: A Benchmark for Deep Research Shopping Agents Improving Sequential Recommenders through Counterfactual Augmentation of System Exposure
Reference 59
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T11:19:04.329995Z
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 f9a2396a-48f9-45ed-8097-9873ed307683 · outbound
This paper cites Gpt-4v(ision) is a generalist web agent, if grounded.
DeepShop: A Benchmark for Deep Research Shopping Agents Gpt-4v(ision) is a generalist web agent, if grounded
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:05.807455Z
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 93466207-6f35-4584-92ea-20e9e042c138 · outbound
This paper cites SkillWeaver: Web Agents can Self-Improve by Discovering and Honing Skills.
DeepShop: A Benchmark for Deep Research Shopping Agents SkillWeaver: Web Agents can Self-Improve by Discovering and Honing Skills
Reference 61
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:19:03.949567Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9ed94f5-119a-4373-9ebb-0d0ad10ebea4 · outbound
This paper cites A Navy Flower.
DeepShop: A Benchmark for Deep Research Shopping Agents A Navy Flower
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:19:05.571397Z
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 c879b2ee-80ed-406d-a5a3-466e6174c67b · outbound
This paper cites an unresolved cited work.
DeepShop: A Benchmark for Deep Research Shopping Agents Unresolved cited work
Reference 2024
- Resolution
- parse uncertain
- no resolver link, observed 2026-08-07T11:18:58.093590Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 688ec0d0-8fe2-4d76-8c54-b3de3eab078a · inbound
WebMall -- A Multi-Shop Benchmark for Evaluating Web Agents cites this paper.
WebMall -- A Multi-Shop Benchmark for Evaluating Web Agents DeepShop: A Benchmark for Deep Research Shopping Agents
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T22:31:52.844076Z
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 c130595d-fe08-485d-bc5e-9f7f484d7407 · inbound
A Functionality-Grounded Benchmark for Evaluating Web Agents in E-commerce Domains cites this paper.
A Functionality-Grounded Benchmark for Evaluating Web Agents in E-commerce Domains DeepShop: A Benchmark for Deep Research Shopping Agents
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T22:06:51.822055Z
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 8a64f0fb-6c0e-47b3-8167-d207d60595ed · inbound
MCP vs RAG vs NLWeb vs HTML: A Comparison of the Effectiveness and Efficiency of Different Agent Interfaces to the Web (Technical Report) cites this paper.
MCP vs RAG vs NLWeb vs HTML: A Comparison of the Effectiveness and Efficiency of Different Agent Interfaces to the Web (Technical Report) DeepShop: A Benchmark for Deep Research Shopping Agents
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T04:49:03.335368Z
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 5615e47d-3d65-4bd8-87fd-6355b9418d24 · inbound
MolmoWeb: Open Visual Web Agent and Open Data for the Open Web cites this paper.
MolmoWeb: Open Visual Web Agent and Open Data for the Open Web DeepShop: A Benchmark for Deep Research Shopping Agents
Reference 25
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T05:40:59.015027Z
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 3f58282f-b8a4-4ad3-8f4f-ce8a3639b874 · inbound
SnapGuard: Lightweight Prompt Injection Detection for Screenshot-Based Web Agents cites this paper.
SnapGuard: Lightweight Prompt Injection Detection for Screenshot-Based Web Agents DeepShop: A Benchmark for Deep Research Shopping Agents
Reference 24
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T00:06:17.785517Z
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 00407301-65a4-4210-8095-f943d8986041 · inbound
Weblica: Scalable and Reproducible Training Environments for Visual Web Agents cites this paper.
Weblica: Scalable and Reproducible Training Environments for Visual Web Agents DeepShop: A Benchmark for Deep Research Shopping Agents
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T04:25:56.868459Z
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 b9ec8c99-376b-4e79-a128-83742bf14e1c · inbound
Known By Their Actions: Fingerprinting LLM Browser Agents via UI Traces cites this paper.
Known By Their Actions: Fingerprinting LLM Browser Agents via UI Traces DeepShop: A Benchmark for Deep Research Shopping Agents
Reference 37
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T20:35:02.259749Z
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 1b414ccf-968e-4649-81c6-41a0729d9e03 · inbound
ShopGym: An Integrated Framework for Realistic Simulation and Scalable Benchmarking of E-Commerce Web Agents cites this paper.
ShopGym: An Integrated Framework for Realistic Simulation and Scalable Benchmarking of E-Commerce Web Agents DeepShop: A Benchmark for Deep Research Shopping Agents
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T17:58:49.707369Z
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 d03a6b00-26e4-4424-98be-7c5403163667 · inbound
RecoAtlas: From Semantic Plausibility to Set-Level Utility in LLM Recommendation Agents cites this paper.
RecoAtlas: From Semantic Plausibility to Set-Level Utility in LLM Recommendation Agents DeepShop: A Benchmark for Deep Research Shopping Agents
Reference 13
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T22:29:09.265580Z
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 7383006c-253c-4889-a0b0-b6b62341d313 · inbound
OpenWebRL: Demystifying Online Multi-turn Reinforcement Learning for Visual Web Agents cites this paper.
OpenWebRL: Demystifying Online Multi-turn Reinforcement Learning for Visual Web Agents DeepShop: A Benchmark for Deep Research Shopping Agents
Reference 30
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T22:06:16.457940Z
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 d7b860bd-8f5b-4709-86aa-4511ee66deb3 · inbound
Who Pays the Price? Stakeholder-Centric Prompt Injection Benchmarking for Real-world Web Agents cites this paper.
Who Pays the Price? Stakeholder-Centric Prompt Injection Benchmarking for Real-world Web Agents DeepShop: A Benchmark for Deep Research Shopping Agents
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-07-03T15:48:35.854474Z
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 0c6a1a4a-684c-4336-bf56-4b834e3e027d · inbound
FocusMem: Factorizing Content, Readout, and Trust in Latent GUI Memory cites this paper.
FocusMem: Factorizing Content, Readout, and Trust in Latent GUI Memory DeepShop: A Benchmark for Deep Research Shopping Agents
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T22:48:28.269873Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.