Paper Citation Record · LEDGER

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search

As of 19 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 6 inbound Pith citation observations for arXiv:2510.18939.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2510.18939 v2

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T08:48:44.754612Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T02:07:43.248172Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-02T16:17:08.733194Z

Reference resolution

40 of 40 outbound references displayed

verified exact0
verified fuzzy0
unresolved39
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2fed54d5-6e6a-42de-a523-19ce9900b4b4 · outbound

This paper cites Attributed Question Answering: Evaluation and Modeling for Attributed Large Language Models.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Attributed Question Answering: Evaluation and Modeling for Attributed Large Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:40.047420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eef1e18d-7975-4846-a20c-e2f1ba762bf2 · outbound

This paper cites ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:40.148524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04a67dca-f160-4b10-ba4d-b64439e5dc83 · outbound

This paper cites DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:40.295134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 371c1350-aa90-4f0e-8658-75cabc40daee · outbound

This paper cites gpt-researcher , July 2023.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search gpt-researcher , July 2023

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:40.440962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7dcd724-0ca3-43ad-bf58-cad6142d3a05 · outbound

This paper cites Enabling large language models to generate text with citations.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Enabling large language models to generate text with citations

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:40.583499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ace1904-2836-423c-a057-6f17831da184 · outbound

This paper cites Gemini deep research — your personal research assistant, September 2025.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Gemini deep research — your personal research assistant, September 2025

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:40.695565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f67cbf6c-619c-4640-b201-8aec9bccc120 · outbound

This paper cites Atlas: few-shot learning with retrieval augmented language models.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Atlas: few-shot learning with retrieval augmented language models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:40.797754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 785a30ee-2b24-48a5-af96-a455692b9848 · outbound

This paper cites An Empirical Study on Reinforcement Learning for Reasoning-Search Interleaved LLM Agents.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search An Empirical Study on Reinforcement Learning for Reasoning-Search Interleaved LLM Agents

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:40.941733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65719429-2043-47a2-8b09-86fa8d687856 · outbound

This paper cites Search-r1: Training LLM s to reason and leverage search engines with reinforcement learning.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Search-r1: Training LLM s to reason and leverage search engines with reinforcement learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:41.086533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2eef895-aa1f-4617-bfff-25bb505e8a86 · outbound

This paper cites T rivia QA : A large scale distantly supervised challenge dataset for reading comprehension.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search T rivia QA : A large scale distantly supervised challenge dataset for reading comprehension

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:41.209069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d50dde22-6808-43e0-86a4-4d1f36ea3bec · outbound

This paper cites WiCE: Real-World Entailment for Claims in Wikipedia.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search WiCE: Real-World Entailment for Claims in Wikipedia

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:41.324961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a01aef6-952a-410c-be42-47723190317c · outbound

This paper cites Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:41.423753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51336c07-5652-4246-966b-49266096af35 · outbound

This paper cites u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt\.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt\

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:41.572815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23489cbe-5327-4627-b7e4-c1acdb7c21e6 · outbound

This paper cites WebSailor: Navigating Super-human Reasoning for Web Agent.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search WebSailor: Navigating Super-human Reasoning for Web Agent

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:41.651005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1298222-eaa7-401f-a71e-e7837e9323cb · outbound

This paper cites Search-o1: Agentic Search-Enhanced Large Reasoning Models.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Search-o1: Agentic Search-Enhanced Large Reasoning Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:41.750721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28ba5ee9-b330-4f1b-821d-513dc3c36596 · outbound

This paper cites WebThinker: Empowering Large Reasoning Models with Deep Research Capability.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search WebThinker: Empowering Large Reasoning Models with Deep Research Capability

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:41.881562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7e92b7d-3697-4d93-9b3e-5474dbeedd6e · outbound

This paper cites SFR-DeepResearch: Towards Effective Reinforcement Learning for Autonomously Reasoning Single Agents.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search SFR-DeepResearch: Towards Effective Reinforcement Learning for Autonomously Reasoning Single Agents

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:42.025933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6ec41b4-455a-4f23-a9ea-374de8da0e04 · outbound

This paper cites Introducing deep research, February 2025.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Introducing deep research, February 2025

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:42.132538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 481fa4da-cdde-4393-9327-71386fab43d3 · outbound

This paper cites KILT : a benchmark for knowledge intensive language tasks.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search KILT : a benchmark for knowledge intensive language tasks

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:42.252055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 255871b4-6af2-4c5b-a0eb-596639a9efbe · outbound

This paper cites Humanity's Last Exam.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Humanity's Last Exam

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:42.374979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0abeef4f-bad7-4e50-8762-2223247f6b88 · outbound

This paper cites Webresearcher: Unleashing unbounded reasoning capability in long-horizon agents, 2025.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Webresearcher: Unleashing unbounded reasoning capability in long-horizon agents, 2025

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:42.518136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9f46303-9efb-43a2-ac75-f870bc30e799 · outbound

This paper cites Measuring Attribution in Natural Language Generation Models.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Measuring Attribution in Natural Language Generation Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:42.643771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bd4faa8-481d-48b3-92e6-73e1fc28b681 · outbound

This paper cites The probabilistic relevance framework: Bm25 and beyond.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search The probabilistic relevance framework: Bm25 and beyond

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:42.819519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e29ce087-131b-4684-b83f-5bba075b43aa · outbound

This paper cites Open-source DeepResearch -- Freeing our search agents, January 2025.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Open-source DeepResearch -- Freeing our search agents, January 2025

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:42.940305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a51cc6d8-d1a4-429c-9106-c954e5042fb9 · outbound

This paper cites REPLUG : Retrieval-augmented black-box language models.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search REPLUG : Retrieval-augmented black-box language models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:43.070059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22126f1b-c684-45c6-a0c2-05c8d0bc2ad3 · outbound

This paper cites Simpledeepsearcher: Deep information seeking via web-powered reasoning trajectory synthesis, 2025.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Simpledeepsearcher: Deep information seeking via web-powered reasoning trajectory synthesis, 2025

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:43.219177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c33103ca-983b-4a90-92a7-d7bede1a5605 · outbound

This paper cites WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:43.350399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42073e56-f2f1-489f-bdb7-53e1b5f76b3f · outbound

This paper cites Executable code actions elicit better llm agents.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Executable code actions elicit better llm agents

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:43.429850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f859f58a-86bb-439c-b203-cd87289ef507 · outbound

This paper cites BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:43.544718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8124256-3110-4499-bc2b-dd1627f33e4c · outbound

This paper cites W eb W alker: Benchmarking LLM s in web traversal.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search W eb W alker: Benchmarking LLM s in web traversal

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:43.688386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c6c584b-5830-4217-8897-cc943e2d46c0 · outbound

This paper cites Resum: Unlocking long-horizon search intelligence via context summarization, 2025 b.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Resum: Unlocking long-horizon search intelligence via context summarization, 2025 b

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:43.823739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dffd7e9-c1e0-49a9-8a5e-6aa6529b9d68 · outbound

This paper cites Grok 3 beta — the age of reasoning agents, February 2025.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Grok 3 beta — the age of reasoning agents, February 2025

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:43.920875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 902daa26-e857-4576-90cd-5784b9ca8960 · outbound

This paper cites Open Data Synthesis For Deep Research.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Open Data Synthesis For Deep Research

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:44.022931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40c8f4e1-27bd-4c0b-bb6a-331515d06fce · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search ReAct: Synergizing Reasoning and Acting in Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:44.134713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfff2785-59b6-4d45-8fdd-5827d7223dce · outbound

This paper cites Helmet: How to evaluate long-context language models effectively and thoroughly.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Helmet: How to evaluate long-context language models effectively and thoroughly

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:44.221714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb78d5e0-b660-4caa-b446-3b6896f794db · outbound

This paper cites DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:44.343371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eff58286-6f42-4ab3-8966-87fa3d8511bc · outbound

This paper cites write newline.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search write newline

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:44.452167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af8d029f-fa03-4cac-a1ea-c960024764d9 · outbound

This paper cites @esa (Ref.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search @esa (Ref

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:44.558202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a07488ff-7af1-4257-a0d2-fadfb9d6ff08 · outbound

This paper cites an unresolved cited work.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:44.655859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0b18037-c21a-480f-bfd4-f72b168ab37e · outbound

This paper cites yes" or.

Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search yes" or

Reference 40

Resolution: malformed identifier; no resolver link, observed 2026-08-04T08:48:44.754612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation a897a367-e288-4bd5-a5a8-227d4013d101 · inbound

On Training Large Language Models for Long-Horizon Tasks: An Empirical Study of Horizon Length cites this paper.

On Training Large Language Models for Long-Horizon Tasks: An Empirical Study of Horizon Length Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search

Reference 32

Resolution: metadata mismatch; arxiv_id, observed 2026-07-15T01:20:48.939128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f3e368c8-d99a-44de-bbad-4562672385f3 · inbound

The Context Gathering Decision Process: A POMDP Framework for Agentic Search cites this paper.

The Context Gathering Decision Process: A POMDP Framework for Agentic Search Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-07-15T01:20:48.939128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 36bb1f0f-8cda-4c08-88af-df86b168a2a4 · inbound

SlimSearcher: Training Efficiency-Aware Web Agents via Adaptive Reward Gating cites this paper.

SlimSearcher: Training Efficiency-Aware Web Agents via Adaptive Reward Gating Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search

Reference 57

Resolution: metadata mismatch; arxiv_id, observed 2026-07-15T01:20:48.939128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 551d871b-bbc1-4b3b-ba19-a103a0c77616 · inbound

LLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via State Proprioception cites this paper.

LLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via State Proprioception Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search

Reference 10

Resolution: metadata mismatch; arxiv_id, observed 2026-07-15T01:20:48.939128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6fd5439e-a56b-4eb1-86cb-6fdbc8a2b584 · inbound

LLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via State Proprioception cites this paper.

LLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via State Proprioception Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T09:38:44.788879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0080a496-f748-4bf8-a651-634892344d7a · inbound

LLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via State Proprioception cites this paper.

LLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via State Proprioception Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T02:07:43.248172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.