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Paper Citation Record · LEDGER

RAVine: Reality-Aligned Evaluation for Agentic Search

As of 15 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 2 inbound Pith citation observations for arXiv:2507.16725.

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

pith.paper-citation-record.v1
2507.16725 v2

Coverage vector

measured 63 of 63 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:08:35.653495Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T09:34:41.800309Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

63 of 63 outbound references displayed

  • verified exact1
  • verified fuzzy6
  • unresolved53
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation ed5d1dee-dd1f-40dc-b1d0-1eaa7ba2cd9d · outbound

This paper cites MS MARCO: A Human Generated MAchine Reading COmprehension Dataset.

RAVine: Reality-Aligned Evaluation for Agentic Search MS MARCO: A Human Generated MAchine Reading COmprehension Dataset

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T15:08:28.043614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:28.043614Z digest=sha256:026da22b544ee66e8b0e1ec0b56ee37e502ec4dcf0fa74e47fe43431dcf58eb4

Observation 77db9105-2d22-4760-9d25-91f4dad0a1e7 · outbound

This paper cites Improving language models by retrieving from trillions of tokens.

RAVine: Reality-Aligned Evaluation for Agentic Search Improving language models by retrieving from trillions of tokens

Reference 2

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no resolver link, observed 2026-08-06T15:08:28.124568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:28.124568Z digest=sha256:980df2d6909e1241cf139dee1e2f93d0fac08816eaf0b5a0ca6766a90bc1fb0c

Observation d6cb3642-94e8-438b-92f3-af929ff6016a · outbound

This paper cites Language Models are Few-Shot Learners.

RAVine: Reality-Aligned Evaluation for Agentic Search Language Models are Few-Shot Learners

Reference 3

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no resolver link, observed 2026-08-06T15:08:28.213817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:28.213817Z digest=sha256:d6f979286b3f54d682fd7ecc576ca9c0747b8a2862e1a0dbab1615b2ababa28b

Observation 4ae9b3d4-47e4-4f35-8a5c-15b4efc10198 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 4

Resolution
malformed identifier
no resolver link, observed 2026-08-06T15:08:28.367606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:28.367606Z digest=sha256:62b61a3297d14f5160b41fa4b2701dc6855468018904b0009d5510e526667987

Observation 9cd9f041-3b5c-4d66-b9f8-578e773bd6c9 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T15:08:28.516800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:28.516800Z digest=sha256:c4abc42864b1c6f739dedaf2e7c7dfa82dd561f4097eb8b1477a29e42b2c5e16

Observation 61c63bbb-06b2-472c-a463-d1bb639ca381 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T15:08:28.718786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:28.718786Z digest=sha256:40271390968e062b3b426f1262f4156f46c20ed15946496dcf2116a498a5e65c

Observation 4caa9fb2-60a6-4a5b-97f6-70bf712b8df2 · outbound

This paper cites The Faiss library.

RAVine: Reality-Aligned Evaluation for Agentic Search The Faiss library

Reference 7

Resolution
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no resolver link, observed 2026-08-06T15:08:28.936075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:28.936075Z digest=sha256:6055428340d1d91e1c7134dffb11a47ccf1fa6512990e4fac17fd21164c91687

Observation f189bac9-4fbc-4043-b919-2f5f17fa96ac · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 8

Resolution
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no resolver link, observed 2026-08-06T15:08:29.092083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:29.092083Z digest=sha256:ae5a9418f7ee1a86287f98e93eaec7d5a42e1ffc0ab3a4abdc164d52b402451f

Observation 8387995a-e3bb-413a-8d20-659184361dda · outbound

This paper cites Enabling Large Language Models to Generate Text with Citations.

RAVine: Reality-Aligned Evaluation for Agentic Search Enabling Large Language Models to Generate Text with Citations

Reference 9

Resolution
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no resolver link, observed 2026-08-06T15:08:29.257458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:29.257458Z digest=sha256:ce4e6ae727a04c2b479678e4fa15335acbafcf193b836b39c320b4f48f74f541

Observation d4076e62-2b3e-49f1-a3e2-9d5f63814300 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

RAVine: Reality-Aligned Evaluation for Agentic Search Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 10

Resolution
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no resolver link, observed 2026-08-06T15:08:29.430346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:29.430346Z digest=sha256:f04b3159ddccbbdb9a8e755fa69d961d1eecf1e511b2b47cfe4ec91e03ba9b52

Observation b6e8ab78-bef9-4a65-bcb7-de964a2bb864 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:08:41.395518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:29.529462Z digest=sha256:8ee50ad6e453e03c6f6e11ab9cca5805676c15a99f5ce999f0d1d6f3a845efa9

Observation 2fd40b22-0402-4a12-ad8f-7889efbe7a19 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:08:41.179524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:29.671942Z digest=sha256:06ae5d2924a8e7f39a6d1732b5f6757dc4ddbe1d5105a723a56b9532557aac32

Observation dd6e11a4-e5a3-45b1-af3e-42d8e9aa7fea · outbound

This paper cites The Llama 3 Herd of Models.

RAVine: Reality-Aligned Evaluation for Agentic Search The Llama 3 Herd of Models

Reference 13

Resolution
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no resolver link, observed 2026-08-06T15:08:29.798750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:29.798750Z digest=sha256:c59a79636ed8f37642c477df799071e7ef1810186ea792f55ade7864012a221c

Observation 2535f612-6327-41e0-aad9-08445c68fd72 · outbound

This paper cites Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps.

RAVine: Reality-Aligned Evaluation for Agentic Search Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps

Reference 14

Resolution
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no resolver link, observed 2026-08-06T15:08:29.947160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:29.947160Z digest=sha256:46a2edf7550817d6dafb7818b10ba5d04b06ee37b57fc48b80b8aaec5be6f1cd

Observation 5e932d04-6afa-4b8d-b97e-c85cf799f7fb · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

RAVine: Reality-Aligned Evaluation for Agentic Search Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 15

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no resolver link, observed 2026-08-06T15:08:30.053314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:30.053314Z digest=sha256:7321a22f9905a25d6d65883d3100c846c71d2f93ebef00f14ff71c20fbda29c9

Observation af49304b-c30a-4c6f-a230-d8f0795837c9 · outbound

This paper cites Hurdles to Progress in Long-form Question Answering.

RAVine: Reality-Aligned Evaluation for Agentic Search Hurdles to Progress in Long-form Question Answering

Reference 16

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no resolver link, observed 2026-08-06T15:08:30.177685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:30.177685Z digest=sha256:dfd032ddba7805933ee027f25a360509dfc011f9c613e6688dceb26a45484f70

Observation 5f955b8f-cfd2-4c6a-a29f-381c7111bb6a · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.

RAVine: Reality-Aligned Evaluation for Agentic Search Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Reference 17

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no resolver link, observed 2026-08-06T15:08:30.387865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:30.387865Z digest=sha256:00839efaa79debafda26df6ffc75e7929447593ec15b47d3aef7bd5e6dcaf53d

Observation 0b36f117-c42e-4449-8f89-f682d6a23e73 · outbound

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

RAVine: Reality-Aligned Evaluation for Agentic Search Search-o1: Agentic Search-Enhanced Large Reasoning Models

Reference 18

Resolution
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no resolver link, observed 2026-08-06T15:08:30.607052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:30.607052Z digest=sha256:d2a07ced6745a2a5d9d4e0ff914a8a6e1c53a04a2aaa8d369da0ec84b48fd4ae

Observation 6050f655-6e83-47a8-8bfa-93c34476146e · outbound

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

RAVine: Reality-Aligned Evaluation for Agentic Search WebThinker: Empowering Large Reasoning Models with Deep Research Capability

Reference 19

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no resolver link, observed 2026-08-06T15:08:30.762263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:30.762263Z digest=sha256:bde33388e1c581bac0df92af84befa4f5d9a70a40bcc91ed54b6ce46fa62052d

Observation da02ce33-1a9f-41dc-b8bc-9774ab656208 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 20

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no resolver link, observed 2026-08-06T15:08:30.957047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:30.957047Z digest=sha256:c6e75c047307013b0b65b0b3c19ea07da8491717aee01ea4e786c8c816e59e6a

Observation 3e86b318-d8c3-4093-9d66-74256e46a039 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 21

Resolution
malformed identifier
no resolver link, observed 2026-08-06T15:08:31.036968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:31.036968Z digest=sha256:27dd98a3479766e4817b95a0ff48a6366e1fef2ba750b282e6573cee8a4f0ab8

Observation 4a0d88a5-d793-47e3-b39c-86129d15bbb5 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 22

Resolution
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no resolver link, observed 2026-08-06T15:08:31.129309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:31.129309Z digest=sha256:bb5add06fb6eed863a0cd5a762bc6fb8d2446aa96d3d8a3084525664736ca3c0

Observation d0a48b18-37e8-4dea-9735-1b9c3051a39f · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:08:40.987272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:31.258781Z digest=sha256:8e1906a674f6a8378afe12b10cc43ff77dbdbb551628b719da93e29245097b50

Observation 44c91dfb-b7e0-4107-8311-76979e4139ea · outbound

This paper cites Ragnar\"ok: A Reusable RAG Framework and Baselines for TREC 2024 Retrieval-Augmented Generation Track.

RAVine: Reality-Aligned Evaluation for Agentic Search Ragnar\"ok: A Reusable RAG Framework and Baselines for TREC 2024 Retrieval-Augmented Generation Track

Reference 24

Resolution
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no resolver link, observed 2026-08-06T15:08:31.374127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:31.374127Z digest=sha256:3ac5f99a4df142662458f093dee5fb2818205f74532e52df90e3538492425570

Observation 4f6dcc51-4713-4283-bddd-578f59d8d873 · outbound

This paper cites Initial Nugget Evaluation Results for the TREC 2024 RAG Track with the AutoNuggetizer Framework.

RAVine: Reality-Aligned Evaluation for Agentic Search Initial Nugget Evaluation Results for the TREC 2024 RAG Track with the AutoNuggetizer Framework

Reference 25

Resolution
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no resolver link, observed 2026-08-06T15:08:31.537081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:31.537081Z digest=sha256:96889061f293774b3250bb4cd912dc7590b5c1c501b30e1c1b9d6cc9a7be93f9

Observation 6d504bfc-daff-492e-be6f-f2a345718600 · outbound

This paper cites The Great Nugget Recall: Automating Fact Extraction and RAG Evaluation with Large Language Models.

RAVine: Reality-Aligned Evaluation for Agentic Search The Great Nugget Recall: Automating Fact Extraction and RAG Evaluation with Large Language Models

Reference 26

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:31.753281Z digest=sha256:89e26f0c32ab0f84f13e66db4ee22331c07845f83810fc3b6a7184d88a3aab83

Observation db672dfb-deef-470a-9c24-f6ee2f77401a · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 27

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no resolver link, observed 2026-08-06T15:08:31.885769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:31.885769Z digest=sha256:fcbfb23235465a40587acc6e0227e055adda0733efc1d01b8c9551dcd2dab528

Observation 2a7ec4d6-7005-42a7-b584-0c7f5d790a1d · outbound

This paper cites Qwen2.5 Technical Report.

RAVine: Reality-Aligned Evaluation for Agentic Search Qwen2.5 Technical Report

Reference 28

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no resolver link, observed 2026-08-06T15:08:32.029679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:32.029679Z digest=sha256:cf41eccc2bd2efc09b1289444222f9f72cf65a976ae5c14178344d32359a1598

Observation be6cf989-3fc8-40ab-a133-86501f9c4cc8 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 29

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no resolver link, observed 2026-08-06T15:08:32.226892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:32.226892Z digest=sha256:c4f056c00b3efc2d2937ce828b5622ceb750b97cb170aff2e4d8bd44aa945e42

Observation 013594fe-20dc-4f99-9303-209b0aa45a23 · outbound

This paper cites REPLUG: Retrieval-Augmented Black-Box Language Models.

RAVine: Reality-Aligned Evaluation for Agentic Search REPLUG: Retrieval-Augmented Black-Box Language Models

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T15:08:32.347286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:32.347286Z digest=sha256:483b826b3c3da048b1085dd604eb29a7c8a03b61465aff7496dc950ad9b9588a

Observation 23f11412-8e2d-4b70-ab37-2a5929f490e7 · outbound

This paper cites Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG.

RAVine: Reality-Aligned Evaluation for Agentic Search Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-06T15:08:32.495536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:32.495536Z digest=sha256:b67f8e36de4be01d3fe6f70c446db54d9e932588bbcaa60adda005fcf5644af3

Observation 363eda27-c2e8-48e5-9e00-20fcbf41f623 · outbound

This paper cites R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning.

RAVine: Reality-Aligned Evaluation for Agentic Search R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning

Reference 32

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no resolver link, observed 2026-08-06T15:08:32.620312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:32.620312Z digest=sha256:cc435add78559f98277bcbd0f7b316de9858a90d45f20d068b85b3edfb536a84

Observation 202d902a-1059-48f7-ba2f-f775eecf29f4 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 33

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no resolver link, observed 2026-08-06T15:08:32.690014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:32.690014Z digest=sha256:b6e6177961d54bea8e9b27aa4e0b397f148437f459169d978de6e30bae614e3f

Observation 8a7754ef-7f80-4142-923a-c45ef3041c39 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 34

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no resolver link, observed 2026-08-06T15:08:32.987025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:32.987025Z digest=sha256:952accd58f88ae3214382673683fd19764bb3fe7f72d9fab06b359aeeb819a42

Observation 3197b41e-94a8-4fdf-aa7d-dc95cbff1f40 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:08:40.795355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:33.301333Z digest=sha256:f29307ac1668026679681d74489d76c185770bc2afaf11bb687e64e239a5a716

Observation 036a7a19-528e-4ff1-a1e2-c5625094142a · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 36

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no resolver link, observed 2026-08-06T15:08:33.558922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:33.558922Z digest=sha256:0806fd2710025345fa110b404056ac973b841ee64e2be5843423c53cc4661114

Observation 72e9a53e-5221-4ee3-bcf9-a12caf84024b · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 37

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no resolver link, observed 2026-08-06T15:08:33.643818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:33.643818Z digest=sha256:a5315b41307bd0c9988cafc5829e02f22de014c4f9a85f6b069074d1faf63dc8

Observation 99cc304a-e12d-4313-95ee-ca54ec5ec1ad · outbound

This paper cites Qwen3 Technical Report.

RAVine: Reality-Aligned Evaluation for Agentic Search Qwen3 Technical Report

Reference 38

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unresolved
no resolver link, observed 2026-08-06T15:08:33.778515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:33.778515Z digest=sha256:db4aa8528fe8eb7eaf0973274801cf467a649cf725a30005ada80c08e3cd11fd

Observation d3a46f35-9195-466e-a321-31ab20fb3d38 · outbound

This paper cites HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering.

RAVine: Reality-Aligned Evaluation for Agentic Search HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-06T15:08:33.889208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:33.889208Z digest=sha256:1c88a8ddc0f904fc36b83cbf181bd4adf756d34199ee498d749abaaee2946980

Observation 831577fd-8649-4222-8f2e-9abbe4d1073d · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T15:08:34.024656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:34.024656Z digest=sha256:48921f33a8cc5ad109de79a4fcb80d4f019d750839b0c5d4e779dcfff6383d3a

Observation 32c00cd4-32f4-4880-b420-a49885300fab · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-06T15:08:34.131452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:34.131452Z digest=sha256:6a3153c1051f76c2f61545ab34392260c7704bdffc5e53624a2748e33d412f91

Observation dcae2a5f-1a79-43bf-b7d6-142192e993e0 · outbound

This paper cites Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models.

RAVine: Reality-Aligned Evaluation for Agentic Search Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-06T15:08:34.194432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:34.194432Z digest=sha256:57533ab04412483ff9d01e6952419e43a214c51a091e401473f155afa8cf7d08

Observation f957ad97-9ff4-48d4-9740-8724ce82f1d5 · outbound

This paper cites A Survey of Large Language Models.

RAVine: Reality-Aligned Evaluation for Agentic Search A Survey of Large Language Models

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T15:08:34.275045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:34.275045Z digest=sha256:62d6ec54ec5443fcebb35377e3c20c31e18d65a5e84c906d38a21cf1b5c679ad

Observation c5f249f9-1384-4472-a2a9-2c85f6964d77 · outbound

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

RAVine: Reality-Aligned Evaluation for Agentic Search DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-06T15:08:34.372800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:34.372800Z digest=sha256:74e51924229117f45d17396a3728257b83ffaebf6867748fc2623ff5b7c9aaed

Observation 6e0ef6ec-f655-467b-b452-92fe77d13bae · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:08:40.480018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:34.432889Z digest=sha256:d3d270ee575ecb8ec59cfb8c5d3f31eb2f0f3d1804e901b343a0fad6bc0a326e

Observation 00db913d-6e9a-4887-9d87-2b2b2c5cb630 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:08:40.147568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:34.518908Z digest=sha256:8f4dea8b40da5221ebe920f4dcb6e66d3481060ad296abbd98cd9d9b47f30768

Observation 3ad719a6-59f7-481f-9ae5-946261a96703 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:08:39.854095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:34.593159Z digest=sha256:1fd07215724b095766ef2f1ea8e9e10c25d617f13abe186b58fe81a88d859973

Observation f4060ac5-cb9b-47c3-83e8-9258edf30a53 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:08:39.538779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:34.688468Z digest=sha256:6730a492c7c768c02b1a2ae76d92fdd3e7a9a188031af285e37c14dce7e27e63

Observation 2599e2d1-c5e4-4cd1-a56d-fbd5713bd4d6 · outbound

This paper cites You need to meet the following requirements for your final long-form report:.

RAVine: Reality-Aligned Evaluation for Agentic Search You need to meet the following requirements for your final long-form report:

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:08:39.238753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:34.756239Z digest=sha256:0f86d467e603a1d44a89393658fa3959201c215dc007c661ae554abd52b1c9b8

Observation 7df8845a-edff-4271-8a4c-683608df0d42 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:08:38.994132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:34.830654Z digest=sha256:6bb058abdb17109ad3ea91d560647197bdf107e74070846182bd088f1aa7e16d

Observation d3ec9322-06f8-4752-9c6b-815cfb79547d · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:08:38.705232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:34.921056Z digest=sha256:dab0ab092a67c21269211657438ae1e4d4e8dade72806fd43c9205ab91f30914

Observation bcdabfa9-f276-4d62-838a-336ad0fa6db5 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:08:38.391946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:35.024312Z digest=sha256:d7c146757dd4678b1308a5484d6912ecb7734db4b7f08d04cf4123906488094a

Observation 50b4b211-3618-4d56-ae44-45c3ba39cba9 · outbound

This paper cites The citations in your final long-form report need to meet the following requirements:.

RAVine: Reality-Aligned Evaluation for Agentic Search The citations in your final long-form report need to meet the following requirements:

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:08:38.163711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:35.100815Z digest=sha256:6b847d83baf8a28c8bbe0addd40fae382805fe3faae5e2c3a8322d2936dfb535

Observation 3d752ca3-d3bc-4099-a8d8-9b1ea495b797 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:08:37.999307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:35.207183Z digest=sha256:bc101f623736a78b6353df16142b4845f39e6eaa15022161d279c7feaaa13115

Observation f7ab4b6c-a7b1-4e35-84f5-94d1a53baed6 · outbound

This paper cites For example: ([title](url)).

RAVine: Reality-Aligned Evaluation for Agentic Search For example: ([title](url))

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:08:37.852383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:35.302915Z digest=sha256:64290f08c7c2f55c8ffc75d7cc1110b37fe495fcaedf370fe15d77fb18df718b

Observation e32a2a74-1d41-4327-9029-30ccd94035e2 · outbound

This paper cites For example: ([title1](url1); [title2](url2); [title3](url3)).

RAVine: Reality-Aligned Evaluation for Agentic Search For example: ([title1](url1); [title2](url2); [title3](url3))

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:08:37.574006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:35.405564Z digest=sha256:952811686cf98dc769fc7cb4e52be8ed2c892a4ebebd0162549e4af637cb6bb2

Observation d9f3e2a7-8952-4176-a95c-ce5b136282e2 · outbound

This paper cites Please try to generate citations after the entire statement is presented.

RAVine: Reality-Aligned Evaluation for Agentic Search Please try to generate citations after the entire statement is presented

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:08:37.303654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:35.471191Z digest=sha256:a3bdbe4dcb79b4e55f6858e57967aec40ae04c7327fbd0e6fbe2a81c81998d9f

Observation 91a00a42-b722-466f-bac1-55eef6486dea · outbound

This paper cites Question: {question} A.4 Details of Metrics The implementation details of several metrics defined in RAVine are as follows: Task Completion Rate.

RAVine: Reality-Aligned Evaluation for Agentic Search Question: {question} A.4 Details of Metrics The implementation details of several metrics defined in RAVine are as follows: Task Completion Rate

Reference 62

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T15:08:37.006137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:35.573569Z digest=sha256:cea8868f3eca5669bb8cb86605878335390cb861075bdc89d93c201cc9d53ff2

Observation fedea740-e650-4ca8-b30a-b9c7f2045e28 · outbound

This paper cites death with dignity,.

RAVine: Reality-Aligned Evaluation for Agentic Search death with dignity,

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:08:36.746690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:35.653495Z digest=sha256:4267391f86c61d603c37aaf3a8442c8d72127131bd6ad32b49fcf928a676d2f4

Observation 08c895e3-3921-4c92-b23a-b770525ab870 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 2021

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:08:41.638580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:28.799770Z digest=sha256:6ca29a1c1b636a2989e2c5a30247c8a437b717bb20ce1abb3f4657619f0eba60

Observation d86acefe-68e5-43c6-b024-5a69a38fdc4d · outbound

This paper cites MuSiQue: Multihop Questions via Single-hop Question Composition.

RAVine: Reality-Aligned Evaluation for Agentic Search MuSiQue: Multihop Questions via Single-hop Question Composition

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-06T15:08:32.839640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:32.839640Z digest=sha256:cac742eb02b6d21024ba2bb46a9ab3287c3325d5dbdfcd4ebbf5e78647efa4b6

Observation c06afce5-e87b-4fc7-8abc-632662e9b5b6 · outbound

This paper cites an unresolved cited work.

RAVine: Reality-Aligned Evaluation for Agentic Search Unresolved cited work

Reference 2024

Resolution
verified exact
raw_fallback, observed 2026-08-06T15:08:36.201774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T15:08:33.453389Z digest=sha256:62adf70df2dc06de5589c15dddd486df1ba44750ca58ef17972203586591428e

Observation a34f4c58-cc1c-459a-90d5-13e7d529220e · outbound

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

RAVine: Reality-Aligned Evaluation for Agentic Search BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-06T15:08:33.146164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:33.146164Z digest=sha256:6bb40dd023d351d039778c25f3fe11bcc185d1cbc08cd9b848ec187b59ef5534

Pith citing papers

Observation ecbd2b94-0049-4893-a8ca-e8cb0446a31b · inbound

NuggetIndex: Governed Atomic Retrieval for Maintainable RAG cites this paper.

NuggetIndex: Governed Atomic Retrieval for Maintainable RAG RAVine: Reality-Aligned Evaluation for Agentic Search

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-05-12T10:01:29.540107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-07T08:07:33.383045Z digest=sha256:124d9b37ef6535d50e5f9da61b9f69fa74b2e20a3bfdbc3f7cb4b3f190570d52

Observation dc600f33-40d5-4b4f-a17e-5be45ac7c774 · inbound

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement cites this paper.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement RAVine: Reality-Aligned Evaluation for Agentic Search

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-06-27T09:40:47.129091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-06-27T09:34:41.800309Z digest=sha256:355cbb449f1a55653e3e906a42e713c4517addfba24007acf4cbcc4cb0f11632