Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T00:56:06.963501Z
Paper Citation Record · LEDGER
Characterizing Deep Research: A Benchmark and Formal Definition
As of 18 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 7 inbound Pith citation observations for arXiv:2508.04183.
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, observed 2026-08-04T23:55:37.784908Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Reference resolution
44 of 44 outbound references displayed
- verified exact2
- verified fuzzy19
- unresolved23
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation 03dbcef6-8ba6-4ea8-a1b2-6cc82d8934e8 · outbound
This paper cites OpenScholar: Synthesizing Scientific Literature with Retrieval-augmented LMs.
Characterizing Deep Research: A Benchmark and Formal Definition OpenScholar: Synthesizing Scientific Literature with Retrieval-augmented LMs
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:02.786323Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb5ba02a-ce37-453c-b41d-06d2be453c67 · outbound
This paper cites Deerflow: Deep exploration and efficient research flow.
Characterizing Deep Research: A Benchmark and Formal Definition Deerflow: Deep exploration and efficient research flow
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:11.557746Z
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 7873f638-d91f-47cd-88a0-e42195d7d263 · outbound
This paper cites Deep research comparator: A platform for fine-grained human annotations of deep research agents.
Characterizing Deep Research: A Benchmark and Formal Definition Deep research comparator: A platform for fine-grained human annotations of deep research agents
Reference 3
- Resolution
- verified exact
- raw_fallback, observed 2026-08-06T00:56:08.115139Z
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 a3e13a14-e5ce-4011-adbb-3f79e81848f2 · outbound
This paper cites Patent claims revisited.
Characterizing Deep Research: A Benchmark and Formal Definition Patent claims revisited
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:11.446452Z
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 47392b29-37d1-4e98-92bf-f97b26228752 · outbound
This paper cites Deepresearchgym: A free, transparent, and reproducible evaluation sandbox for deep research, 2025.
Characterizing Deep Research: A Benchmark and Formal Definition Deepresearchgym: A free, transparent, and reproducible evaluation sandbox for deep research, 2025
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:03.130786Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99c6a37d-7d75-4220-bc87-3016c71eba3a · outbound
This paper cites Curie: Evaluating llms on multitask scientific long-context understanding and reasoning.
Characterizing Deep Research: A Benchmark and Formal Definition Curie: Evaluating llms on multitask scientific long-context understanding and reasoning
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:11.294644Z
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 4e0ec3d9-7757-42af-a5de-e943f08a60a0 · outbound
This paper cites Claim Verification in the Age of Large Language Models: A Survey.
Characterizing Deep Research: A Benchmark and Formal Definition Claim Verification in the Age of Large Language Models: A Survey
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:03.359094Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94b9e6c5-084f-4046-ab83-695e851dc49c · outbound
This paper cites DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents.
Characterizing Deep Research: A Benchmark and Formal Definition DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:03.435700Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6575b478-1be1-47c9-a63a-a3d3dfef46e3 · outbound
This paper cites Eli5: Long form question answering.
Characterizing Deep Research: A Benchmark and Formal Definition Eli5: Long form question answering
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:11.105840Z
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 9eb6e252-b576-4a9b-83d2-4dc6fe297981 · outbound
This paper cites Deep Research Bench: Evaluating AI Web Research Agents.
Characterizing Deep Research: A Benchmark and Formal Definition Deep Research Bench: Evaluating AI Web Research Agents
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:03.602916Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a22081e9-1dd1-4e54-bebd-feb46c640066 · outbound
This paper cites Analysis of Plan-based Retrieval for Grounded Text Generation.
Characterizing Deep Research: A Benchmark and Formal Definition Analysis of Plan-based Retrieval for Grounded Text Generation
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:03.722051Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f49b4db0-90cb-4cff-a7fd-0ecf5d611baf · outbound
This paper cites We’re expanding our gemini 2.5 family of models.
Characterizing Deep Research: A Benchmark and Formal Definition We’re expanding our gemini 2.5 family of models
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:10.959359Z
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 d288c18b-dd7a-4337-b9cb-fc1ecd9a7fd9 · outbound
This paper cites Deep research is now available on gemini 2.5 pro experimental.
Characterizing Deep Research: A Benchmark and Formal Definition Deep research is now available on gemini 2.5 pro experimental
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:10.789187Z
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 3e3e4e78-0a2f-435f-bf30-ad03d22bb8e4 · outbound
This paper cites Precise information control in long-form text generation.
Characterizing Deep Research: A Benchmark and Formal Definition Precise information control in long-form text generation
Reference 14
- Resolution
- verified exact
- raw_fallback, observed 2026-08-06T00:56:07.743079Z
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 a4ba905c-3371-480d-bb91-b30b043d31c5 · outbound
This paper cites CUAD: An Expert-Annotated NLP Dataset for Legal Contract Review.
Characterizing Deep Research: A Benchmark and Formal Definition CUAD: An Expert-Annotated NLP Dataset for Legal Contract Review
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:04.028115Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c1007f5-23ca-41f9-a99e-111c513a6e8d · outbound
This paper cites Constructing a multi-hop qa dataset for comprehensive evaluation of reasoning steps.
Characterizing Deep Research: A Benchmark and Formal Definition Constructing a multi-hop qa dataset for comprehensive evaluation of reasoning steps
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:10.628438Z
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 f1955f78-e90c-4975-b142-e196a5de0a86 · outbound
This paper cites Bright: A realistic and challenging benchmark for reasoning-intensive retrieval.
Characterizing Deep Research: A Benchmark and Formal Definition Bright: A realistic and challenging benchmark for reasoning-intensive retrieval
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:10.433449Z
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 54aefd0c-7c46-42f1-ac90-1ae705b8b67d · outbound
This paper cites Deep Research Agents: A Systematic Examination And Roadmap.
Characterizing Deep Research: A Benchmark and Formal Definition Deep Research Agents: A Systematic Examination And Roadmap
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:04.340301Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea2b89f0-64fc-452c-8df6-a23bb7b4239d · outbound
This paper cites Open-source deepresearch – freeing our search agents.
Characterizing Deep Research: A Benchmark and Formal Definition Open-source deepresearch – freeing our search agents
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:10.204652Z
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 ab53b0c9-bfea-4277-bba3-a69948a65897 · outbound
This paper cites GPT-4o System Card.
Characterizing Deep Research: A Benchmark and Formal Definition GPT-4o System Card
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:04.494148Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b959b1b-33f0-4bf6-a975-0f8ce39e5abd · outbound
This paper cites Researcharena: Benchmarking llms' ability to collect and organize information as research agents.
Characterizing Deep Research: A Benchmark and Formal Definition Researcharena: Benchmarking llms' ability to collect and organize information as research agents
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:10.063859Z
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 1c0c6023-6e3a-42d0-8237-85a416344917 · outbound
This paper cites Fact, Fetch, and Reason: A Unified Evaluation of Retrieval-Augmented Generation.
Characterizing Deep Research: A Benchmark and Formal Definition Fact, Fetch, and Reason: A Unified Evaluation of Retrieval-Augmented Generation
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:04.705727Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e86d8368-f668-45c0-9d9e-86d5a7ff9b2e · outbound
This paper cites WebThinker: Empowering Large Reasoning Models with Deep Research Capability.
Characterizing Deep Research: A Benchmark and Formal Definition WebThinker: Empowering Large Reasoning Models with Deep Research Capability
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:04.807861Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 162653f0-454a-4c43-a31d-04e6351292a8 · outbound
This paper cites Lost in the middle: How language models use long contexts.
Characterizing Deep Research: A Benchmark and Formal Definition Lost in the middle: How language models use long contexts
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:04.922012Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9756f86a-b74a-4967-94e7-8ad6b900c0b6 · outbound
This paper cites Veritrail: Closed-domain hallucination detection with traceability.
Characterizing Deep Research: A Benchmark and Formal Definition Veritrail: Closed-domain hallucination detection with traceability
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:05.012999Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4798bd25-a7f3-4e9f-a766-58e4bf4991c8 · outbound
This paper cites Gaia: a benchmark for general ai assistants.
Characterizing Deep Research: A Benchmark and Formal Definition Gaia: a benchmark for general ai assistants
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:05.077103Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ec2cfc2-eeac-4ba4-8f86-9ce3e30e4d2b · outbound
This paper cites Introducing researcher and analyst in microsoft 365 copilot.
Characterizing Deep Research: A Benchmark and Formal Definition Introducing researcher and analyst in microsoft 365 copilot
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:09.910345Z
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 56e45693-eb36-4204-87b0-1c6c3cbe3d5c · outbound
This paper cites Introducing gpt-4.1 in the api.
Characterizing Deep Research: A Benchmark and Formal Definition Introducing gpt-4.1 in the api
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:09.711474Z
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 1a1c0847-da88-4ed7-a1ac-210ce821edaf · outbound
This paper cites Introducing openai o3 and o4-mini.
Characterizing Deep Research: A Benchmark and Formal Definition Introducing openai o3 and o4-mini
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:09.502455Z
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 f3641c16-58db-46f4-a2e3-c1d4b2e1732a · outbound
This paper cites Introducing deep research.
Characterizing Deep Research: A Benchmark and Formal Definition Introducing deep research
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:09.331658Z
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 939e8131-e079-4109-9648-ec56bbe920c3 · outbound
This paper cites Perplexity deep research.
Characterizing Deep Research: A Benchmark and Formal Definition Perplexity deep research
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:09.161922Z
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 3a430fc2-771c-4c86-be0b-655f4191d9a5 · outbound
This paper cites Sonar pro.
Characterizing Deep Research: A Benchmark and Formal Definition Sonar pro
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:08.924311Z
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 8a87cb7d-bf03-41b7-8375-c8ada03ce137 · outbound
This paper cites Sonar reasoning.
Characterizing Deep Research: A Benchmark and Formal Definition Sonar reasoning
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:08.664108Z
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 1cf3a592-6fcc-481a-943f-6654d7210807 · outbound
This paper cites Humanity's Last Exam.
Characterizing Deep Research: A Benchmark and Formal Definition Humanity's Last Exam
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:05.839637Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7db41a09-ac7a-44bb-85f7-d93f61f26b30 · outbound
This paper cites Assisting in Writing Wikipedia-like Articles From Scratch with Large Language Models.
Characterizing Deep Research: A Benchmark and Formal Definition Assisting in Writing Wikipedia-like Articles From Scratch with Large Language Models
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:05.908536Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c4cd75a-5d68-4eb9-a54d-391f20305271 · outbound
This paper cites Pangu deepdiver: Adaptive search intensity scaling via open-web reinforcement learning.
Characterizing Deep Research: A Benchmark and Formal Definition Pangu deepdiver: Adaptive search intensity scaling via open-web reinforcement learning
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:05.979388Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03684cc1-1c48-4208-ac52-c0fc5903f379 · outbound
This paper cites Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks.
Characterizing Deep Research: A Benchmark and Formal Definition Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:06.062666Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb0a689d-f746-4cfe-ab35-ab456294fade · outbound
This paper cites BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents.
Characterizing Deep Research: A Benchmark and Formal Definition BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:06.248077Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d05bfba-f63d-4428-98c5-7f50e26485d5 · outbound
This paper cites Grok 3 beta — the age of reasoning agents.
Characterizing Deep Research: A Benchmark and Formal Definition Grok 3 beta — the age of reasoning agents
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:08.483853Z
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 3f2aab72-d23c-48fd-aeab-4d798dc666c5 · outbound
This paper cites A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications.
Characterizing Deep Research: A Benchmark and Formal Definition A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:06.477316Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77053ef7-0ad3-4000-9422-9ef41ea7db02 · outbound
This paper cites ResearcherBench: Evaluating Deep AI Research Systems on the Frontiers of Scientific Inquiry.
Characterizing Deep Research: A Benchmark and Formal Definition ResearcherBench: Evaluating Deep AI Research Systems on the Frontiers of Scientific Inquiry
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:06.611023Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 93682201-ba35-45b8-bab6-622c2e40b46a · outbound
This paper cites Cohen, Ruslan Salakhutdinov, and Christopher D.
Characterizing Deep Research: A Benchmark and Formal Definition Cohen, Ruslan Salakhutdinov, and Christopher D
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:06.728074Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd0aac83-49ef-486e-a35b-20aaa2520bca · outbound
This paper cites Open deep research.
Characterizing Deep Research: A Benchmark and Formal Definition Open deep research
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T00:56:08.296610Z
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 1eee2b58-4690-436a-b8aa-539bfd30cc12 · outbound
This paper cites DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments.
Characterizing Deep Research: A Benchmark and Formal Definition DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:56:06.963501Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 4dacb85f-9cdc-4029-913b-85458931071d · inbound
SFR-DeepResearch: Towards Effective Reinforcement Learning for Autonomously Reasoning Single Agents cites this paper.
SFR-DeepResearch: Towards Effective Reinforcement Learning for Autonomously Reasoning Single Agents Characterizing Deep Research: A Benchmark and Formal Definition
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T23:55:37.784908Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 501f1ced-25ef-438c-9d5e-50fc2476867b · inbound
DEER: A Benchmark for Evaluating Deep Research Agents on Expert Report Generation cites this paper.
DEER: A Benchmark for Evaluating Deep Research Agents on Expert Report Generation Characterizing Deep Research: A Benchmark and Formal Definition
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T15:15:21.070914Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11b1b2bd-db4d-48d4-b763-f577d1a0f2b7 · inbound
LLM-Oriented Information Retrieval: A Denoising-First Perspective cites this paper.
LLM-Oriented Information Retrieval: A Denoising-First Perspective Characterizing Deep Research: A Benchmark and Formal Definition
Reference 76
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T16:01:19.781040Z
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 5925a9e2-9178-46d4-944b-42d66103eaff · inbound
LLM-Oriented Information Retrieval: A Denoising-First Perspective cites this paper.
LLM-Oriented Information Retrieval: A Denoising-First Perspective Characterizing Deep Research: A Benchmark and Formal Definition
Reference 79
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T00:19:16.463224Z
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 3a906274-6149-4fd3-8cf5-f1915fb0cf04 · inbound
LakeQA: An Exploratory QA Benchmark over a Million-Scale Data Lake cites this paper.
LakeQA: An Exploratory QA Benchmark over a Million-Scale Data Lake Characterizing Deep Research: A Benchmark and Formal Definition
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-07-03T04:47:37.840871Z
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 25802b62-2a13-4874-9fc4-744c6dedfc42 · inbound
Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application cites this paper.
Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application Characterizing Deep Research: A Benchmark and Formal Definition
Reference 74
- Resolution
- verified exact
- arxiv_id, observed 2026-06-27T09:50:48.500298Z
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 69a34f5d-1739-45d7-8a99-af30964826e1 · inbound
From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution cites this paper.
From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Characterizing Deep Research: A Benchmark and Formal Definition
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T13:31:21.166209Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.