Paper Citation Record · LEDGER

Training Documents Reranker with Search Rubrics for Deep Research Agent

As of 13 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2608.03527.

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

pith.paper-citation-record.v1
2608.03527 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:20:46.087115Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

38 of 38 outbound references displayed

verified exact1
verified fuzzy21
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7957b295-a0b2-4239-bcef-72409eb94d63 · outbound

This paper cites motion dazzle human perception algorithms heuristics.

Training Documents Reranker with Search Rubrics for Deep Research Agent motion dazzle human perception algorithms heuristics

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:47.725584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 499a1bbe-8c8b-4f32-a8a9-d6bd5e87a820 · outbound

This paper cites Note that the query intent may contain irrelevant, broader, or overly expanded thoughts.

Training Documents Reranker with Search Rubrics for Deep Research Agent Note that the query intent may contain irrelevant, broader, or overly expanded thoughts

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:47.681549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1ca1742e-7d30-454a-80e3-8247e481bab8 · outbound

This paper cites Weiwei Sun, Lingyong Yan, Xinyu Ma, Shuaiqiang Wang, Pengjie Ren, Zhumin Chen, Dawei Yin, and Zhaochun Ren.

Training Documents Reranker with Search Rubrics for Deep Research Agent Weiwei Sun, Lingyong Yan, Xinyu Ma, Shuaiqiang Wang, Pengjie Ren, Zhumin Chen, Dawei Yin, and Zhaochun Ren

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T17:20:41.760422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebc105c1-7505-4c3d-8ef2-d2cea6b42c17 · outbound

This paper cites To what extent and how can the motion dazzle effect give significant insight into the general algorithms or heuristics that underlie general perception in humans?.

Training Documents Reranker with Search Rubrics for Deep Research Agent To what extent and how can the motion dazzle effect give significant insight into the general algorithms or heuristics that underlie general perception in humans?

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:47.743628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 32be1f9b-5cd6-4531-a702-381516908705 · outbound

This paper cites an unresolved cited work.

Training Documents Reranker with Search Rubrics for Deep Research Agent Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:20:47.702440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4d15793f-ace5-4637-8b94-a52593bc6f34 · outbound

This paper cites set_level_rubrics.

Training Documents Reranker with Search Rubrics for Deep Research Agent set_level_rubrics

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:47.581549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 04f78a19-6c85-421b-a5ea-c7968f4bb8a4 · outbound

This paper cites Your job: - First analyze the query, the query intent, and the reference answer.

Training Documents Reranker with Search Rubrics for Deep Research Agent Your job: - First analyze the query, the query intent, and the reference answer

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:47.563429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 390c6cd7-df8b-4142-ac14-23587c9637c3 · outbound

This paper cites Each distinct paragraph in the reference answer typically corresponds to a need aspect that the document set should support with evidence.

Training Documents Reranker with Search Rubrics for Deep Research Agent Each distinct paragraph in the reference answer typically corresponds to a need aspect that the document set should support with evidence

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:47.660372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 02870a77-5d53-4d99-a0ff-02557de3fdad · outbound

This paper cites Count limit: Generate exactly one query-specific rubric under this meta rubric.

Training Documents Reranker with Search Rubrics for Deep Research Agent Count limit: Generate exactly one query-specific rubric under this meta rubric

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:47.644736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bac31273-723b-4096-b664-cfc569c656a6 · outbound

This paper cites an unresolved cited work.

Training Documents Reranker with Search Rubrics for Deep Research Agent Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:20:47.627415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d309d806-6535-4609-8411-86ede7068d7f · outbound

This paper cites It should only be triggered when the query clearly belongs to a domain where source authority is critical, such as medicine, law, finance, policy.

Training Documents Reranker with Search Rubrics for Deep Research Agent It should only be triggered when the query clearly belongs to a domain where source authority is critical, such as medicine, law, finance, policy

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:47.609470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation fe219fd4-33c9-41dd-8d73-521041d9c331 · outbound

This paper cites set_level_rubrics.

Training Documents Reranker with Search Rubrics for Deep Research Agent set_level_rubrics

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:47.547395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a347eace-b5dd-453d-875e-a1462e992c08 · outbound

This paper cites an unresolved cited work.

Training Documents Reranker with Search Rubrics for Deep Research Agent Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:20:47.532786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 014fad24-b22a-4816-9df9-ec2feee3b880 · outbound

This paper cites Your job:.

Training Documents Reranker with Search Rubrics for Deep Research Agent Your job:

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:47.503711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 884aaeee-3ff2-46ab-ad5d-73e16cde2ed2 · outbound

This paper cites an unresolved cited work.

Training Documents Reranker with Search Rubrics for Deep Research Agent Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:20:47.488688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 427439e4-7bdd-48e0-8c5b-fea092782b4b · outbound

This paper cites an unresolved cited work.

Training Documents Reranker with Search Rubrics for Deep Research Agent Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:20:47.458318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 72302d85-abdb-4388-9001-598fdb270314 · outbound

This paper cites Output format (STRICT): Return ONLY the selected document identifiers in order, each wrapped in square brackets and separated by a single space.

Training Documents Reranker with Search Rubrics for Deep Research Agent Output format (STRICT): Return ONLY the selected document identifiers in order, each wrapped in square brackets and separated by a single space

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:47.442996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 01f1f919-67ab-4dee-ba63-e3d19f5a2713 · outbound

This paper cites These are split into: - Set-level rubrics (Relevance / Conciseness / Consistency): judge the whole selected set jointly.

Training Documents Reranker with Search Rubrics for Deep Research Agent These are split into: - **Set-level rubrics** (Relevance / Conciseness / Consistency): judge the whole selected set jointly

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:47.518070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 645bf5a3-fbae-4391-b0b4-fbb512909b43 · outbound

This paper cites Your job:.

Training Documents Reranker with Search Rubrics for Deep Research Agent Your job:

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:47.427962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bc2522cc-ea82-4d86-a2a6-555f51f3590b · outbound

This paper cites an unresolved cited work.

Training Documents Reranker with Search Rubrics for Deep Research Agent Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:20:47.412534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c61d2736-b6c8-47dc-8929-b0ae2b24f32b · outbound

This paper cites an unresolved cited work.

Training Documents Reranker with Search Rubrics for Deep Research Agent Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:20:47.472791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 33e0da34-cf6a-46aa-b34b-cb4a118331f9 · outbound

This paper cites The selected set should cover the important information needs, avoid unnecessary redundancy, and prefer documents that satisfy doc-level rubrics (if provided).

Training Documents Reranker with Search Rubrics for Deep Research Agent The selected set should cover the important information needs, avoid unnecessary redundancy, and prefer documents that satisfy doc-level rubrics (if provided)

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:47.397759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 82632e8c-aa17-46a3-8751-fdbd1cc92e96 · outbound

This paper cites Output format (STRICT): Return ONLY the selected document identifiers in order, each wrapped in square brackets and separated by a single space.

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:47.381414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 53f97546-3d74-4184-a9bf-b3f8eb6872d9 · outbound

This paper cites an unresolved cited work.

Training Documents Reranker with Search Rubrics for Deep Research Agent Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:20:47.365023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0120a0c4-8062-473c-b7b3-99c9e7d1f98b · outbound

This paper cites an unresolved cited work.

Training Documents Reranker with Search Rubrics for Deep Research Agent Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:20:47.346992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6b9fed45-974a-42ee-8876-785621eee12d · outbound

This paper cites an unresolved cited work.

Training Documents Reranker with Search Rubrics for Deep Research Agent Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:20:47.188088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 03b2da9a-a3c9-4b85-9e47-e6fad053d088 · outbound

This paper cites For general, everyday, entertainment, or low-stakes informational queries, ignore this rubric.

Training Documents Reranker with Search Rubrics for Deep Research Agent For general, everyday, entertainment, or low-stakes informational queries, ignore this rubric

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:46.953512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a0ad3b41-63ab-4d2c-a5ee-f83963abb214 · outbound

This paper cites For queries with no temporal requirement, ignore this rubric.

Training Documents Reranker with Search Rubrics for Deep Research Agent For queries with no temporal requirement, ignore this rubric

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:46.724166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bf24cdd3-4697-471d-a2fd-b9db0d01159a · outbound

This paper cites Do not output any other text or explanation.

Training Documents Reranker with Search Rubrics for Deep Research Agent Do not output any other text or explanation

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:46.703291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation fa774b52-7301-4e0a-8b41-f88cc53ec366 · outbound

This paper cites an unresolved cited work.

Training Documents Reranker with Search Rubrics for Deep Research Agent Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:20:46.684870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 172a5bfa-ea62-4edc-8228-18c2cc4f091c · outbound

This paper cites an unresolved cited work.

Training Documents Reranker with Search Rubrics for Deep Research Agent Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:20:46.665710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c93827ba-8b50-4f5d-b2c5-69f0abca681c · outbound

This paper cites an unresolved cited work.

Training Documents Reranker with Search Rubrics for Deep Research Agent Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:20:46.648193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2ae53446-5527-4f49-b398-d05c5715575d · outbound

This paper cites For general, everyday, entertainment, or low-stakes informational questions, ignore this rubric.

Training Documents Reranker with Search Rubrics for Deep Research Agent For general, everyday, entertainment, or low-stakes informational questions, ignore this rubric

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:46.632157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 81a80193-2633-4a8d-882e-026e6a90f7e1 · outbound

This paper cites For questions with no temporal requirement, ignore this rubric.

Training Documents Reranker with Search Rubrics for Deep Research Agent For questions with no temporal requirement, ignore this rubric

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:46.615225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0065aaca-7356-4274-95f3-e325206fd8a6 · outbound

This paper cites Do not output any other text or explanation.

Training Documents Reranker with Search Rubrics for Deep Research Agent Do not output any other text or explanation

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:20:46.598178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 9bd0fa4d-3a99-4cfe-819d-2c43ca52fecb · outbound

This paper cites Sliding Windows Are Not the End: Exploring Full Ranking with Long-Context Large Language Models.

Training Documents Reranker with Search Rubrics for Deep Research Agent Sliding Windows Are Not the End: Exploring Full Ranking with Long-Context Large Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T17:20:41.712525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98bf5dad-2713-4ba4-ba9b-c01609bfd913 · outbound

This paper cites Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains.

Training Documents Reranker with Search Rubrics for Deep Research Agent Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-05T17:20:41.638577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f10b9fe-e3dd-4465-8d0e-2505e033d76c · outbound

This paper cites Yunfan Gao, Yun Xiong, Xinyu Gao, Kangxiang Jia, Jinliu Pan, Yuxi Bi, Yi Dai, Jiawei Sun, Qianyu Guo, Meng Wang, and Haofen Wang.

Training Documents Reranker with Search Rubrics for Deep Research Agent Yunfan Gao, Yun Xiong, Xinyu Gao, Kangxiang Jia, Jinliu Pan, Yuxi Bi, Yi Dai, Jiawei Sun, Qianyu Guo, Meng Wang, and Haofen Wang

Reference 2026

Resolution: verified exact; raw_fallback, observed 2026-08-05T17:20:46.580136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.