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Paper Citation Record · LEDGER

RAVine: Reality-Aligned Evaluation for Agentic Search

As of 9 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 2026-08-09T06:31:02.800959+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=sha256:452243bc06ef9a07491b213326340358cc89a0377c0d369635fc15f4759add48

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

Resolution
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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=sha256:9696f7770644b980086aeecbcb3a986e8ff949de68660bd833d03d8c0841bc02

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

Resolution
unresolved
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=sha256:2be06c572fcdde945eb6fccc29a81a0646d2cc5b0c9ad088b9a4b2f22955677a

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=sha256:70a0c6ebc01ec75e5003add7a80426e08359f9f7f758ac5ceec1be7b014890cf

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=sha256:07c787b0b0d72de7ae09ab9306ceeee2b3c28468020242c661d13bfb41062dde

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=sha256:8c6761116b7689e9f1f5c642ada7b2a1e424c73bcbe757dad10fd6ef152464ec

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
unresolved
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:eb4bc6d743e1f4152d8724871db8ddb6a01ba6eefa44a83699dd446988bdc579

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=sha256:07a9066ee45b919ea3281aff6254e758832ed983e27d9eadc3086a2459a3ea22

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

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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:f477ce1d0db5beb73d2a26d9c60694fec0171fdd474e40f90f9d4786537fea90

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=sha256:16f877404171efb9a570c2e514950e149ba90054ca7f89689e79e3780ae8af39

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:29.529462Z digest=sha256:82daae3684f684a6a1274ca67626af0a4dd9237cafe45d26ad3f8d5176fe118b

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:29.671942Z digest=sha256:14a40a1059f400cfbbf44b7f3ba659e53a55339300e3f3674991729ca8bee2ab

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=sha256:088a13a38f3606194f899451265d2c84ecb2b9e50448abc19360335cda5de53a

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
unresolved
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=sha256:75367fa365e854eb93aa020d0b6f0d452a1bb00415984a4e2c6767da71394d04

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

Resolution
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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:c7536ef8c9f48c0edd35412ad42109a74ca43ae0db06c627953c95f73df53f76

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=sha256:4cf20fdf4171eddbe873e588ff1740cad95106422fe85b06971c05012d3594ec

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=sha256:9700abc75c425f2ce8bd985bfa6b4ee044b0dcc5c0abd0def5b5442d48db0e47

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=sha256:85d1c1c296d813b7a19478d410641487f08bb502d1e23e4bafb4b01b5318c88f

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:a8bcf28cc3d01a5526d5b3dfb8688a4d865f067a7224e3207b731ba2a03a18bd

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:dae17152a7eb48c92fddcbaf819a02dbc7847f569c9dba34e3cd4abdac35e242

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=sha256:69a2fb1bf866149c9eb12d519acb029a2c2e07c3606caa4694d3c0da8b704134

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

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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:dc68621d771211aaf31fcacf6d133b6fe2f6fe106dac4a166f2741d8ac67c57d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:31.258781Z digest=sha256:74bc492623a4455b6a8f5a5aecee3801bc80bac6e89433e6a841d2023b753f5c

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=sha256:7f11349d4fd3368796e55910cd6986fead0850fc51fbe7217d765db61614331c

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:e765c3e7c52b796a0d00addb2cd8798150a77fbc7ba9e81642752199b8a4fda3

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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no resolver link, observed 2026-08-06T15:08:31.753281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:31.753281Z digest=sha256:fcc1d30f73e74522c9cfc28276598913775298d196da7e9f3d6a5a943bae65b5

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=sha256:011219a15eb7a486c22c5328df51c21f7e0b1b910356c5eae72efe808b1ed9ea

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:ad836512c66c515bd5110cc8f65468897ccf5da996f3ae12f01bc55c5f9ad7c9

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=sha256:57b2770a093590747f3e7277fc3416da19effbf163b72cf26faa4688e91fdc96

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
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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:a7c0c0d272e201f0b96b20c37f8cc2b1d273687327f2f1b447e1198ac633bcdc

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
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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=sha256:63b93a2eea1572b867634c3b32c5f0f3dabb7d7ee86dfa7601bcc1e4dd2e9abe

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=sha256:7cefb5712475aaa610465d91dc4bab03fdc1e3bf482c0ec9844d76cc4b11eab1

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:a64d5390544610f3d5f20a9fe57e9e36ba2559433566ced7b12754860042d7b9

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=sha256:11a34fb1905e8ab86393f5e5bfdd243d894f333b2cd1eac415236e83eb540083

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:33.301333Z digest=sha256:bcc9b8ee37e2d75132e6e8c11e1f300bba691bdc1de55320d130d7a78ec08e70

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=sha256:81397bd1748d3ee5e28d052193a7dd551208b2dfebe5eff9f0b31d9fa3e556ff

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=sha256:2b8f466f9b9f594e3cc78c5ca921d4bd6dac91ecbd2d2e383247f8a37afa2d4e

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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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=sha256:996f1613e545c0fc80cb693cbd9a99604a0674a6fb6126b5689c07da2d2241a9

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:d2e612b9791ae7ddec94e2b7d220f637d41fcb83d74129bab4a6db5fa171bd9d

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=sha256:19e6148c8657025fa6d9bb1c6f3c2cd433822b7a27f9683bbfdfc06ac7e9231d

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=sha256:71d90d6a909ff16f4bf283e9c0b2cd7673f9289a98545e4e5fe6c997b5ceabbb

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=sha256:28b30c98304da34d3c0dd404ff3ba7bd56b05ba46a5433db7f015b55fed0b4c7

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:aec5ce15033f04d1a08b20fe9d6c407113d3472748901ccd5ba0e5345e6d3608

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:f8315bbee076f76be66faa114fdf922b757279b0ca7ed265ff1e79ab973e6576

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:34.432889Z digest=sha256:48cec4b91ea488acc855ecc3c0b3d37132d4dc82f5bb00b71a443ed2afae3244

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:34.518908Z digest=sha256:171f4b05b1f3c1fc18ecc912bfa733e5242c230977feb3c05ec2bf35fb4d4d18

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:34.593159Z digest=sha256:ef12bfc2f1a1d43804f8d76cc4dea21990cadbf4663fe1b129e32c1f0ec7e39c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:34.688468Z digest=sha256:48674099ca99e1dabe7afc51b6e2e27f4733173676de410529bd673fd4ecf06d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:34.756239Z digest=sha256:76ca5db42481e244dc41a2817c677c5438301afdc183f03bbfe9aea2e92551b7

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:34.830654Z digest=sha256:93392ab431c8594bf199ef411b9057ddd31385059cd49bcf70142d35fd1ef9c8

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:34.921056Z digest=sha256:2904cf3b7ec59d0a95d1a1be2bbf16a9ac72b4824db6febc365aedf7e320f78a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:35.024312Z digest=sha256:db3d230a85abe3c6c6492581942aea0d7a7103fde68f9f866015f119cbf40e44

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:35.100815Z digest=sha256:2da58874b318fcd4d68c9592632136b35a5f036e26663a0b6f7b327228387483

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:35.207183Z digest=sha256:a0cf42353348a7e494ff51093805130ecea4951536ac463fb426c8887689d6b6

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:35.302915Z digest=sha256:b70a6f794cc9a7d7ffa6f13b1772c356c5648dbedb86e5be6fddd9d033a06768

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:35.405564Z digest=sha256:87cc7b0993ccd3818e1bb9ee458e395e35f434cd8459b6a9b0da82ffbb9a89b5

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:35.471191Z digest=sha256:c6a42864ae36465bea407a77fbc52f7bac9fb8b1ace97c719135cbc70068d4ed

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:35.573569Z digest=sha256:c08dc3fecd9c82c302388e09c4a728c5fac649744163383f7d49e02ae6ebd0e3

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:35.653495Z digest=sha256:67d7926ae2f2788b9188994264bf215e5f01ea7d6204f1706f580158a1a7fa97

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:28.799770Z digest=sha256:0d8358f867f8d9c08ac88bdd1d38f3dafb374119dbc5d8bdb98a357fc85010d6

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=sha256:2baea340a0221486ce7e8e23136c8c6d016699fb10d570fef74192f648bd8d04

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T15:08:33.453389Z digest=sha256:94dd9555dda1cb1d919a560452794ffa3e32ca030314a69a809286773b0f8043

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:a09f16dd076757dcfdb971fa02636e3016f968bf717447ac8c3a6943360e3fb0

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-07T08:07:33.383045Z digest=sha256:f49b6c01e6c1dcd19b86ca13ae8ba5a879fa2227ecf09d7398e7c5056730003d

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-06-27T09:34:41.800309Z digest=sha256:a3aa2db7dcb9081ed75419b85b115f614f7cec490d6b0146d44d30f4dedeaf7b