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Paper Citation Record · LEDGER

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning

As of 7 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2505.21863.

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

pith.paper-citation-record.v1
2505.21863 v3

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:28:07.633755Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

38 of 38 outbound references displayed

  • verified exact8
  • verified fuzzy2
  • unresolved28
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 82156af2-590a-4ab0-a8f7-d80e7a48338d · outbound

This paper cites PuzzleGPT: Emulating Human Puzzle-Solving Ability for Time and Location Prediction.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning PuzzleGPT: Emulating Human Puzzle-Solving Ability for Time and Location Prediction

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-08-07T13:28:09.274276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:05.353433Z digest=sha256:695cef768c77cae50add349ca36d2ca73abc280cd899de9ae357b35aef56ab4c

Observation 0491d288-2226-4a16-89d9-901887236fee · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:05.421688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:05.421688Z digest=sha256:eaf2531643124ce6c5c47c5ef3456f2e88e26758a5ed5d54064ec6bd021fb085

Observation 7d0a6c8c-559e-45b1-9ee9-c6ccb688a0ab · outbound

This paper cites an unresolved cited work.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:28:11.439640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:05.492389Z digest=sha256:dcc1386cae1c5e3374795adc07b233bb2cddbebdc41d9c87a747b593e18d0b1b

Observation dae659b1-d793-457d-9c73-92ecde7989e7 · outbound

This paper cites CrAM: Credibility-Aware Attention Modification in LLMs for Combating Misinformation in RAG.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning CrAM: Credibility-Aware Attention Modification in LLMs for Combating Misinformation in RAG

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:05.582573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:05.582573Z digest=sha256:f0f02cbdf9da39227b78da0c7293c72669bd79250fb673de5d3ff985028da526

Observation 849f6adf-91d1-42a0-9377-26c4768411f3 · outbound

This paper cites an unresolved cited work.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:28:11.278024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:05.705884Z digest=sha256:9a83f54d7521e7c82eb23557871432912eb910d2098b05728e08f44a68f6279e

Observation 23690255-5bef-4f42-9c2d-01ee12a1f55b · outbound

This paper cites Benchmarking and Improving Detail Image Caption.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Benchmarking and Improving Detail Image Caption

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:05.762074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:05.762074Z digest=sha256:3b42264582893c5bdabfa1ac2b086b2312c73c5b25a073ea98255f6efc4bd375

Observation 4281694c-5adf-437c-a322-8e58927b65fb · outbound

This paper cites Generate then Select: Open-ended Visual Question Answering Guided by World Knowledge.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Generate then Select: Open-ended Visual Question Answering Guided by World Knowledge

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:05.813403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:05.813403Z digest=sha256:dd2d7f942302b188992a0f3379b8700f44c665e39cb4cb8671686bc08f468db0

Observation 8ed4d412-f592-4224-92ce-57bae3f42187 · outbound

This paper cites an unresolved cited work.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:28:11.076342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:05.884307Z digest=sha256:7ffbe24a0fd5d2609b2c80b38aebf6a3bcf8d9c8c5d4d8741f677da6fd5b60c4

Observation 3f9c7caf-fbcc-4085-9243-0fda10f6f0c6 · outbound

This paper cites Gao and Z.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Gao and Z

Reference 9

Resolution
verified exact
doi, observed 2026-08-07T13:28:07.852403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:05.969485Z digest=sha256:0ed9233ffcf3ee58bd16f2a8e0542287fa6efdeaf973fa073e989d7e12d0dcbb

Observation f995256a-da44-4d51-81bd-fadc6362f928 · outbound

This paper cites an unresolved cited work.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:06.091937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:06.091937Z digest=sha256:63d1ae02b6029d19b1fa4a71ba2e75c1b70c4a28fcc46d93442bdf7d4912aa47

Observation 9cdf2d74-6fbe-447f-bae0-23f6d7770140 · outbound

This paper cites 19th Century.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning 19th Century

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:28:10.843155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.153956Z digest=sha256:fc38262a65cb97b46deb6ad35cc50e580541c2d8afb155f6facbb978039132dd

Observation 0e3d8f56-cca8-45e1-a3ca-2b272abbc6c8 · outbound

This paper cites an unresolved cited work.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:28:10.652714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.211223Z digest=sha256:f919654c5e11dffe115658dd27ba288eaa68799b3297202478b59e98287bd126

Observation ea77315d-ed1b-46eb-839b-5aea0cbc8fcf · outbound

This paper cites an unresolved cited work.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:28:10.458660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.261834Z digest=sha256:ae10cf6208ea49ee8f0df4e54e981455013b2841375143a15cd9b2245309f969

Observation e54b4d7c-01c2-4595-91d2-3759056ff8c2 · outbound

This paper cites an unresolved cited work.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:06.307540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:06.307540Z digest=sha256:1602bda94d7e6134881edfdf4d77a264bc218273782f2dc9b11006402776c81a

Observation c8a32199-3f69-4c61-9e0e-16a8cc172cc2 · outbound

This paper cites u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt \.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt \

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:06.355662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:06.355662Z digest=sha256:e356d8575c8812989cf0a99b76597b110d210991cce74966fe6c6ea88dd20248

Observation b0f23c11-628c-4107-8673-7a996920c4ab · outbound

This paper cites mPLUG: Effective and Efficient Vision-Language Learning by Cross-modal Skip-connections.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning mPLUG: Effective and Efficient Vision-Language Learning by Cross-modal Skip-connections

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:06.418154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:06.418154Z digest=sha256:1d4d6255de8f7f994ba9497645c568fa86227070a52670096418c003bd063ef5

Observation ee3453f7-2828-4ec4-913e-fad38691484c · outbound

This paper cites an unresolved cited work.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:28:10.281987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.460467Z digest=sha256:9547a6a84cb29e5a93676d41fd5d696ce65f718a301f665680f4450c58fc9758

Observation 6068a1ed-e15d-4867-93ab-ed11a11612cd · outbound

This paper cites an unresolved cited work.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Unresolved cited work

Reference 18

Resolution
verified exact
raw_fallback, observed 2026-08-07T13:28:08.979699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.517934Z digest=sha256:ddef5368d33329ce48892a2ab7ac124c4461c63723230c7e9544588fbbc2d1db

Observation 8549382b-bfb0-4b2e-a2e1-e10083981809 · outbound

This paper cites an unresolved cited work.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Unresolved cited work

Reference 19

Resolution
verified exact
raw_fallback, observed 2026-08-07T13:28:08.773535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.561476Z digest=sha256:9b42bc86bfce3364a90f84767a6003d1b424d36f7f2c69f08a384da32e8a1bc7

Observation 9a7ca225-020c-419a-b8d6-97edbc3b5d81 · outbound

This paper cites an unresolved cited work.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:28:10.129562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.606950Z digest=sha256:aae8555a6ea98f5b8fc98dd7d2ca755812955e90e2acf187f688f4605942d9a9

Observation 593bc03e-e34e-4845-bd65-8132e7cadd1e · outbound

This paper cites Evaluation: from precision, recall and F-measure to ROC, informedness, markedness and correlation.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Evaluation: from precision, recall and F-measure to ROC, informedness, markedness and correlation

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:06.676872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:06.676872Z digest=sha256:3a9b1581d67738486a01c08a3161e6b80118ac3e1fb54bc99790e801d7cd997a

Observation 0ddb5df4-ceee-4665-a1bc-1d18916320d6 · outbound

This paper cites an unresolved cited work.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Unresolved cited work

Reference 22

Resolution
verified exact
doi, observed 2026-08-07T13:28:07.774254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.730377Z digest=sha256:22205c7a14bd8e07a4547b91123baa88b6030bb2b2eaa493d266367c3bb64f93

Observation 66338db0-41dd-4ca4-afe9-6f59f81f7e9b · outbound

This paper cites Singh, K.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Singh, K

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:28:09.908753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.806115Z digest=sha256:906634a2786489756980404cd6740a59a02613765ac342b0de559fa14db927e2

Observation 9fd29bc9-ae62-4b3e-a63b-0285ed7ebcfb · outbound

This paper cites A Cognitive Evaluation Benchmark of Image Reasoning and Description for Large Vision-Language Models.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning A Cognitive Evaluation Benchmark of Image Reasoning and Description for Large Vision-Language Models

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-08-07T13:28:08.527162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.869629Z digest=sha256:429c6d6abe707cd7195800c84bcd652ef03deaeb60c1d5b8e1a0acdb9b0682f7

Observation d8c18b6b-63d5-41ac-9868-a773ec01a784 · outbound

This paper cites an unresolved cited work.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:28:09.668282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.891473Z digest=sha256:45d27044043d33bba1774f52812a9cd09e7c5e3fa593f559ccdfcf80a5587d95

Observation 3faf6efd-7810-415f-882f-7573e6525818 · outbound

This paper cites an unresolved cited work.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:28:09.504609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.908439Z digest=sha256:650b49f74be81a2d98832b9dbdf3186e3db563109a85050b9cc63b021058b6c1

Observation c6fbba7b-b531-42b6-a4d8-9e5b98360c35 · outbound

This paper cites "Image, Tell me your story!" Predicting the original meta-context of visual misinformation.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning "Image, Tell me your story!" Predicting the original meta-context of visual misinformation

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:06.950038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:06.950038Z digest=sha256:4b7e1b2ce9a35bc55708d249aa4414d80a8edcb8999d3f341dbe94faf74ef780

Observation a582df80-d641-47ee-b69b-1fc3b77f9e79 · outbound

This paper cites COVE: COntext and VEracity prediction for out-of-context images.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning COVE: COntext and VEracity prediction for out-of-context images

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:06.998839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:06.998839Z digest=sha256:04e091cdee6215853d55397cb29077cc4199470a930bcb05bb6cc8c2acf0a9de

Observation d6cf9c5e-8718-4d77-92cd-5bcb1ae5dc94 · outbound

This paper cites CIDEr: Consensus-based Image Description Evaluation.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning CIDEr: Consensus-based Image Description Evaluation

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:07.066478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:07.066478Z digest=sha256:df0d78528f9b992dc5dd663fbe14b6d24458f5b1ef4c80a9ea004cf2a8feb895

Observation a11e59a5-2602-49ed-8843-2779ed0fec6d · outbound

This paper cites Jupybara: Operationalizing a Design Space for Actionable Data Analysis and Storytelling with LLMs.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Jupybara: Operationalizing a Design Space for Actionable Data Analysis and Storytelling with LLMs

Reference 30

Resolution
verified exact
local_arxiv, observed 2026-08-07T13:28:08.318155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:07.115556Z digest=sha256:c30d4c0b9a40fb1afd188bd0afacafb47ff87ad8078178dafb407da0800a46b4

Observation aa18ba64-39ee-4c1d-be78-40f17783ef17 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:07.231703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:07.231703Z digest=sha256:d9308e81bef7b374e081a2ae0838de3c45246c6a886966ed970bc02983a3ca9f

Observation 8a719382-16ac-4ccc-ae18-d62fed326e1f · outbound

This paper cites an unresolved cited work.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:07.293124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:07.293124Z digest=sha256:bed3ab123407726735dd5573794acaafe3e904b1f66d74b10cdf44d6f4f776e3

Observation 6ff6d928-4cc6-4d3d-8675-6c00515aad1b · outbound

This paper cites HuggingFace's Transformers: State-of-the-art Natural Language Processing.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning HuggingFace's Transformers: State-of-the-art Natural Language Processing

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:07.329234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:07.329234Z digest=sha256:fe1692a14ddaf2833acefa2da60ecc6210c5d49e9e093d8d4b942b9b15580654

Observation a60f453a-87e3-4140-8dbc-45badadf4658 · outbound

This paper cites The Bronstein hypercube of quantum gravity.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning The Bronstein hypercube of quantum gravity

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-08-07T13:28:08.090156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:28:07.382265Z digest=sha256:9e40ef2ac838c5682be6bc19d29b40e1203fdb1020acd55ec47826f184a08289

Observation ecc7c58e-147a-4b0e-a850-bf578112a02f · outbound

This paper cites an unresolved cited work.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:07.421291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:07.421291Z digest=sha256:d559743be01ad9a020b493fb358adf02c90c63d7dadd551b014dc274832dd88e

Observation 6098d9da-79ab-466d-bfd8-15e450722665 · outbound

This paper cites An analysis of parameter compression and full-modeling techniques with Velocileptors for DESI 2024 and beyond.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning An analysis of parameter compression and full-modeling techniques with Velocileptors for DESI 2024 and beyond

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:07.524482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:07.524482Z digest=sha256:b7dacd3080e40e13544837f807739f5b969c7f3d511d28ca672d296ec073abcd

Observation 7138e1a8-805e-485c-8368-f1347f5987ff · outbound

This paper cites online" 'onlinestring :=.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning online" 'onlinestring :=

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:07.581084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:07.581084Z digest=sha256:3e964187f591ef956368a0479f7759daabd9284e9e5020056ebc6eaff49c59b4

Observation 98063ce1-4ce7-4e79-bc53-17235cb800f7 · outbound

This paper cites write newline.

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning write newline

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T13:28:07.633755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:28:07.633755Z digest=sha256:1064dfc92fdc09c7d1041734af4d06baf8a3421946fc593a390bed331511e57e

Pith citing papers

No inbound Pith citation observations are available.