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Paper Citation Record · LEDGER

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models

As of 4 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 4 inbound Pith citation observations for arXiv:2510.14438.

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

pith.paper-citation-record.v1
2510.14438 v2

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-18T06:50:27.431078Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

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

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T07:58:55.548382Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T10:27:56.469481Z

Reference resolution

28 of 28 outbound references displayed

  • verified exact1
  • verified fuzzy14
  • unresolved13
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7c850a8d-4720-4b66-bf63-6af00be4fb05 · outbound

This paper cites doi: 10.18653/v1/2024.findings-acl.557.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models doi: 10.18653/v1/2024.findings-acl.557

Reference 1

Resolution
verified exact
doi, observed 2026-05-18T06:51:00.383180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:d544572301b5f551cf528eddc5218918a2a64f82419b787617de00488603c1d9

Observation e42b398e-9e97-4566-b3c1-7b8d17907c7f · outbound

This paper cites • Visit and browse at least **{least_visits} different websites** to collect diverse and relevant information.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models • Visit and browse at least **{least_visits} different websites** to collect diverse and relevant information

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T06:51:00.971576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:4308c893bd5acdced7657a37feba2acf61db34072f809b0b513f97892d859195

Observation 096a26be-a286-45cb-976e-835efb0db6f0 · outbound

This paper cites The answer should **not** be obtainable by a simple search or from a single page.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models The answer should **not** be obtainable by a simple search or from a single page

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T06:51:00.959266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:8a8b9e4ba9f9f4b950a42c2ee1a51715a72ea34f22c74d097b93a999542ed5f9

Observation 7c565bf4-06d8-4ae3-87c6-0b59c66ce0d6 · outbound

This paper cites Some good examples.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Some good examples

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T06:51:00.914271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:8c30aa42a73556891d992992a2aca679a065f187843cb3947b877e0cbb0c88f7

Observation 35cec91b-b58c-4bc4-bf2d-f537e949ab65 · outbound

This paper cites an unresolved cited work.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-18T06:51:00.938152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:25b900a4b359f010ffd14ecd43e273c0cc3038a5e26d96c38dcae4f221e9059d

Observation 801b2976-c49a-42d6-a916-2513bcb07454 · outbound

This paper cites an unresolved cited work.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-18T06:51:00.996938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:6ed73e71a4aacf0cf65de9c5e3a515e3009e9731de02d743f5308f3bc1525abb

Observation 63650164-6956-4c96-af2e-13fc7a79c5ea · outbound

This paper cites an unresolved cited work.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-05-18T06:51:00.987569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:2704970c607eb4c852b69938f49d12b6adea2310805a17a8c8919d625ffbfc85

Observation aaa17f06-af77-4f1a-a277-e156fbb8d32e · outbound

This paper cites Any algorithm can be used, such as linear regression, polynomial regression, logistic regression, EMA, etc.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Any algorithm can be used, such as linear regression, polynomial regression, logistic regression, EMA, etc

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T06:51:00.946728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:5b44aa5900f7ffedaa596b0723635a26a235c59849c96ee47d1b6c6ee43aa186

Observation e44bfb1b-79c9-4a3b-a89d-79153d42d70b · outbound

This paper cites an unresolved cited work.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-05-18T06:51:00.922298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:57770e3887ee90faf792fd9c047cd5da12eeafcc73f78dc074c0e77f981ba7f7

Observation e74910fc-0bb0-4d77-8e10-a5192f5f6b25 · outbound

This paper cites an unresolved cited work.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-05-18T06:51:01.000863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:d61b1676654494cc69b4765de673016bd5d2d2a30f363104044b16a4f1c2f933

Observation e91f5425-6076-45c6-a7ac-8714d88e8a45 · outbound

This paper cites > General Computation Intensive Tasks - Batch Data Analysis Requires Intensive Computation.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models > General Computation Intensive Tasks - Batch Data Analysis Requires Intensive Computation

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T06:51:01.013340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:a4297d9136c72140e615eaed538a853e9e5838e20d2374e4108122f27fe7686b

Observation 0d926c57-9292-4a3e-b351-a092fa14041e · outbound

This paper cites 2024 to Oct.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models 2024 to Oct

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T06:51:00.929961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:28ce62d4c4ac3eb0091f3f3d94633dd5726507aac1d5a77c37f69e4c73cf9b4e

Observation e61cb88f-01da-422a-b237-7885da21d20c · outbound

This paper cites –––––––––––– • Element-wise operations > Calculation - Selecting specific elements, performing mathematical operations between elements, e.g., probability, calculation.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models –––––––––––– • Element-wise operations > Calculation - Selecting specific elements, performing mathematical operations between elements, e.g., probability, calculation

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T06:51:00.954835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:37a46a1784beada143d72b82ab213a680496fbf839f11ec8a93982f1920d1276

Observation a7f34e77-529d-43fe-9590-a369bcffc1e1 · outbound

This paper cites an unresolved cited work.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-05-18T06:51:00.979802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:25ae97d83c233c1b8aba2aaee712acb6f59bfeb64b7e553a06d73a96f4150eba

Observation f827ae4a-3e13-435d-aa2a-a00c1b105400 · outbound

This paper cites an unresolved cited work.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-05-18T06:51:00.910437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:c8f6489efbc2895c4a26fddcb6460fd7f18ec987e781dc139cd8762d3bd75474

Observation f0498660-3956-40bb-b182-145e0fb49f37 · outbound

This paper cites Avoid direct listing; use indirect clues framed as questions.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Avoid direct listing; use indirect clues framed as questions

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T06:51:01.017194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:101c30bf52416b5cc0c456ed248fa89d9549bbaad78249ba8a1631415f715eef

Observation 52aa6d1b-6032-44ad-a537-c9bd1dd5fc36 · outbound

This paper cites Tom is a singer from New York, who was born on 11 Nov 2024, he.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Tom is a singer from New York, who was born on 11 Nov 2024, he

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T06:51:00.983864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:f76649618293c0a7381ab7cae57e55794b31452a993efb602f1306147ba8eefb

Observation 5aaa3602-3b91-43e2-9e52-6a35465f28ea · outbound

This paper cites My research primarily focuses on.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models My research primarily focuses on

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T06:51:00.942309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:350c8ae8a2d253d54ae006eb58247b6d1cf360087e48fe5f59da4cc6712ebc69

Observation b5671bb8-212a-4c1b-b7e6-49b280e19841 · outbound

This paper cites an unresolved cited work.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-05-18T06:51:00.967005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:8eb072c06422fb88771836092ee47314cd6cb59935c40fdb9f540e1e853628e4

Observation e4a2ad7c-c8a6-4bbd-9409-cc1742dbafb4 · outbound

This paper cites an unresolved cited work.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-05-18T06:51:00.918368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:0dfff272dea1823b006f81a620faf84bd0c41256666dd684a97fd000623c4d6b

Observation 31d76ac7-dd85-4166-a1f4-9c92ab3f70da · outbound

This paper cites an unresolved cited work.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-05-18T06:51:00.926336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:cf4e33113a33ab93ea4834a4ef80fd5af1361fb9a625b9d1ba69c5faa84a2a9c

Observation 1c7d3d4b-70a8-436d-b647-87ed08028285 · outbound

This paper cites Examples.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Examples

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T06:51:00.991164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:f85931831e6171d4f91362f82fd70d78edfb56caaa6f574e73d6c388be302c72

Observation 4cf92b2d-9fb0-4266-a81f-abb86c8722a9 · outbound

This paper cites an unresolved cited work.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-05-18T06:51:00.933857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:8700eea40c10d788fe0ea3858b41a6bbe798f4bb19e32d3698dc999046f48f58

Observation 55add2cf-89c9-471a-a214-53ff2f04ecae · outbound

This paper cites an unresolved cited work.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-05-18T06:51:00.975336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:f7a6c9d12d1def190bae4fe6a2c291a10c7b8de6dc5e756b5953e542348b173a

Observation 41d588b2-cede-4998-809a-623343c80c8b · outbound

This paper cites an unresolved cited work.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-05-18T06:51:00.962932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:c1b3a6cad8017f94ed86e578c8af9604a3e5e1823992d569763f3e408fd514f2

Observation c15b9ea9-9048-4047-afd6-46b046b611e3 · outbound

This paper cites ––––––––––––.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models ––––––––––––

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T06:51:01.004785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:cfc408ebd35f992a604f5c6cff8997084d0a75b48823b1261682750ba6093d8a

Observation a6e32ca8-5a20-4a53-9971-76fc4de4f029 · outbound

This paper cites > Short, Concise and easy to verify.

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models > Short, Concise and easy to verify

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T06:51:00.950866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:d53e20af88d2a5855562e3e889bb37c26851ad1d79f41211ff6d9d456dbd913a

Observation 17d4b2f0-b15a-4d74-a6f7-4055f30bdbb3 · outbound

This paper cites topic".

WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models topic"

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T06:51:01.008689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-18T06:50:27.431078Z digest=sha256:3f1488110c90939f2b7c6fa1a847e5c5403942b2eae5ceb3f71a5d5edbe89801

Pith citing papers

Observation 20cf6747-81f8-4cc0-b435-2a0115ac8bf7 · inbound

Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration cites this paper.

Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-05-10T12:10:23.472158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T04:36:27.381942Z digest=sha256:b9dd3404d7a3c7d2b5b6dc61d655679f0fd59466884832356a66bcd0896d611e

Observation e4ed91c8-f3c6-43b3-85b8-a216988ff190 · inbound

SciResearcher: Scaling Deep Research Agents for Frontier Scientific Reasoning cites this paper.

SciResearcher: Scaling Deep Research Agents for Frontier Scientific Reasoning WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models

Reference 41

Resolution
verified exact
local_arxiv, observed 2026-05-11T17:01:08.309524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-09T14:18:14.048230Z digest=sha256:a1d29c0f4ccfdb35918c7a4760b2a58bf93ae549de0a376d98e55c94258ce640

Observation 1bbb14fa-0f20-4455-ba0c-3ba2a2688f58 · inbound

Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling cites this paper.

Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-06-29T08:03:14.302996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-06-29T07:58:55.548382Z digest=sha256:7f74f5fd66a1323ebfbf1d157a27ce67e6f97c3d6f3a3acaa7bd0d15de0ddf3b

Observation 6f3c6dd2-14b6-4a03-b642-73842061993f · inbound

FORT-Searcher: Synthesizing Shortcut-Resistant Search Tasks for Training Deep Search Agents cites this paper.

FORT-Searcher: Synthesizing Shortcut-Resistant Search Tasks for Training Deep Search Agents WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models

Reference 6

Resolution
metadata mismatch
local_arxiv, observed 2026-07-03T10:27:56.470894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-06-27T10:01:45.332920Z digest=sha256:6680b2e187c8456fe5b2e5ba877e17f61d8c33ad27af55b47f49d186cb07213a