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Paper Citation Record · LEDGER

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment

As of 4 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2607.07820.

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

pith.paper-citation-record.v1
2607.07820 v2

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-14T15:41:28.727344Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

37 of 37 outbound references displayed

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External citation measurements

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Outbound references

Observation 1482019f-4ab9-46c1-8ba3-2aefeb2b6679 · outbound

This paper cites Cognitive Kernel-Pro: A Framework for Deep Research Agents and Agent Foundation Models Training.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Cognitive Kernel-Pro: A Framework for Deep Research Agents and Agent Foundation Models Training

Reference 1

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Observation 71ad0789-7ad0-4864-aace-3f52e5d2674d · outbound

This paper cites arXiv preprint arXiv:2508.07976.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment arXiv preprint arXiv:2508.07976

Reference 2

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Observation 6e821f7b-1ac5-47b0-99a3-46c50c1f83e9 · outbound

This paper cites WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent

Reference 3

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Observation e04a2e46-9135-45c3-b226-b6172d22e8eb · outbound

This paper cites Proceedings of the 44th Interna- tional ACM SIGIR Conference on Research and De- velopment in Information Retrieval.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Proceedings of the 44th Interna- tional ACM SIGIR Conference on Research and De- velopment in Information Retrieval

Reference 4

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Observation c8a15225-f625-413c-8b6c-2262c74fe0be · outbound

This paper cites arXiv preprint arXiv:2602.23166.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment arXiv preprint arXiv:2602.23166

Reference 5

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Observation 6a6de5dd-8a7f-425d-ad17-391364a48959 · outbound

This paper cites Self-Distilled Reasoner: On-Policy Self-Distillation for Large Language Models.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Self-Distilled Reasoner: On-Policy Self-Distillation for Large Language Models

Reference 6

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Observation c7d432fb-0eb4-4a40-8906-b5eacbdc1358 · outbound

This paper cites In Proceedings of the 62nd Annual Meeting of the Association for Compu- tational Linguistics (V olume 3: System Demonstra- tions), Bangkok, Thailand.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment In Proceedings of the 62nd Annual Meeting of the Association for Compu- tational Linguistics (V olume 3: System Demonstra- tions), Bangkok, Thailand

Reference 7

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Observation aaf05474-5dd7-49e4-a195-50c2fc3a4dae · outbound

This paper cites BrowseComp-ZH: Benchmarking Web Browsing Ability of Large Language Models in Chinese.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment BrowseComp-ZH: Benchmarking Web Browsing Ability of Large Language Models in Chinese

Reference 8

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Observation 697cebfc-85ba-43d2-824f-475bc4aa1b7f · outbound

This paper cites For each seed article, we perform breadth-first exploration.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment For each seed article, we perform breadth-first exploration

Reference 9

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Observation 7806298c-df2a-41b2-b8ab-390bad12ba00 · outbound

This paper cites From the complete knowl- edge tree, we randomly sample 2–4 subtrees.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment From the complete knowl- edge tree, we randomly sample 2–4 subtrees

Reference 10

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Observation e8a3469d-a058-4053-b42b-fba2e089d1b1 · outbound

This paper cites For each sampled sub- tree, the LLM generates a complex multi- hop question that requires locating and cross- referencing information about all entities in the subtree.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment For each sampled sub- tree, the LLM generates a complex multi- hop question that requires locating and cross- referencing information about all entities in the subtree

Reference 11

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Observation e796c0df-a57f-40d9-877a-2025edb0ba6a · outbound

This paper cites 2014” ! “the 2010s.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment 2014” ! “the 2010s

Reference 12

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Observation 65304fb4-f688-4188-b0b2-e94cc2562953 · outbound

This paper cites an unresolved cited work.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Unresolved cited work

Reference 13

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Observation ad60a15f-2f17-4bc4-9e41-8bdfbabd4951 · outbound

This paper cites an unresolved cited work.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Unresolved cited work

Reference 14

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Observation fb81eb1c-2b8b-448a-a7f5-340990bd6c67 · outbound

This paper cites an unresolved cited work.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Unresolved cited work

Reference 15

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Observation 782eff38-c163-43c8-9049-35cf2755fab1 · outbound

This paper cites an unresolved cited work.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Unresolved cited work

Reference 16

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Observation b576c331-b574-4e76-8495-738ea33eb062 · outbound

This paper cites The resulting corpus contains approximately 10 million entries, providing comprehensive cover- age of English Wikipedia.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment The resulting corpus contains approximately 10 million entries, providing comprehensive cover- age of English Wikipedia

Reference 17

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Observation 1091ccc3-6289-447f-a345-c608b49c8e29 · outbound

This paper cites query":.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment query":

Reference 18

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Observation 4d17001d-d02f-4d48-aacd-13c07aa05ef0 · outbound

This paper cites Check: Is there any overlap or repeated request?.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Check: Is there any overlap or repeated request?

Reference 19

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Observation cbad3d43-eb41-498f-88f5-110a1e9367ca · outbound

This paper cites Check: Does it advance the users main objective?.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Check: Does it advance the users main objective?

Reference 20

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Observation 0902e3fa-3bcb-4a4d-88a2-33fcf146fa78 · outbound

This paper cites name": "tool name here.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment name": "tool name here

Reference 21

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Observation e7a945a5-2fd1-4a35-8718-41ac31208869 · outbound

This paper cites an unresolved cited work.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Unresolved cited work

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Observation 5f9264f0-830d-4e04-b5f9-517459d0ea29 · outbound

This paper cites how many thousands.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment how many thousands

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Observation 1519e427-2ac8-4e6d-aad6-6cbf537a118d · outbound

This paper cites an unresolved cited work.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Unresolved cited work

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Observation 1adcba8f-9fd9-4010-be47-83879630fca6 · outbound

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DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Unresolved cited work

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Observation ef552ebd-91f5-4108-a724-44c7e8ec2086 · outbound

This paper cites an unresolved cited work.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Unresolved cited work

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Observation 81d26a73-b794-4da4-a38a-e735be8f8127 · outbound

This paper cites an unresolved cited work.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Unresolved cited work

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Observation c38fe53a-89a7-4381-ac8b-a75f8c149068 · outbound

This paper cites **When you are acting as the action module (this prompt)**, you produce messages 1 and 5.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment **When you are acting as the action module (this prompt)**, you produce messages 1 and 5

Reference 28

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Observation 72e69efe-d301-46e3-8325-d8a596873be3 · outbound

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DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Unresolved cited work

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Observation c272cc80-011a-4b6d-b186-79963bb87c5e · outbound

This paper cites Pass all necessary context explicitly in the arguments.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Pass all necessary context explicitly in the arguments

Reference 31

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Observation e32eedc0-cf40-4e9f-bb68-91f8dee6b9cf · outbound

This paper cites NEVER put next steps, search plans, or action descriptions inside `<answer>`.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment NEVER put next steps, search plans, or action descriptions inside `<answer>`

Reference 32

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Observation 589d9604-ac93-4261-8fc0-0d863167278c · outbound

This paper cites Found target keyword X.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Found target keyword X

Reference 33

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Observation 14e825b4-5051-4ca8-bd19-5dfacccab350 · outbound

This paper cites name": "web_search_wiki.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment name": "web_search_wiki

Reference 34

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Observation e3955e43-8722-4732-a955-8737f7379a0a · outbound

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DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Unresolved cited work

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Observation a2d0a387-cbca-403a-bc4a-d4cd9271d4c9 · outbound

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DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Unresolved cited work

Reference 36

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Observation 352fb166-519e-4e26-8673-19975c2919e8 · outbound

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DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Unresolved cited work

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Observation e594b464-7f82-4f48-83e9-6a7200f4f872 · outbound

This paper cites completed_list.

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment completed_list

Reference 38

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Pith citing papers

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