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Paper Citation Record · LEDGER

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

As of 15 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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:05.353433Z digest=sha256:d795db2b8d2dd8a18b33445eb161977661298e4d6f7d861f0476351f174ecd1f

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:f288445b1ab98e24a1926544ada30614ff69d527b141caae63409f7ae9d1a51a

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:05.492389Z digest=sha256:41b0711f8359a962c18b46bf3668588e8e4988cb98720d81348480dbe6fcf98c

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=sha256:2dc8efc2a3eea56ba11a72eb1303d6348abe181b6383065339967b96d6e73487

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:05.705884Z digest=sha256:26fd6848c3a6991317313dc77fd641c225eeefa6f63ab056815274264ad7761c

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=sha256:7587f1afb7508bf124b86ac34dfccaacc560b8a58c6bb522ab8df67f0ed3562c

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=sha256:825ca63e927b2374e97673ce2d097b2fdfa989152b1009127120325445bace27

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:05.884307Z digest=sha256:caff4fa1dd48d602ee152fdb9f88f00cdb319d31982ba441311f637c4c67631c

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:05.969485Z digest=sha256:85e92ea4537a96ee8c742e9e4594522bae603a84b4350661596860d084efb8bc

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=sha256:643b3d67de9f11f326adab6a35d8f61857413ec05b2dcb90a25434bb1650102f

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.153956Z digest=sha256:d1775f0f0ad72f9d0e3ca2dfdbe9c64d91e3a4cfd0d34b5de480441b93ee3e7d

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.211223Z digest=sha256:407682bdffa775760f4d902846acb52c19e0dcfd83f745a79707b001c5cdaa21

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.261834Z digest=sha256:2af7089e22a3aea143fa90fa9732e2677eec116324c7c09dd54f94d1c6e83910

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=sha256:2891c4a8bbb7c8b29946d2e5ba151f999603e90d9120b3cbb2f9734b8bcb713f

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:ddb2ed465caf5e1f07d7a5f9d718c0af62e15b32f0e6f03f2c9f236a122143e3

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:f47bb69c8f2dcad9b2b8a06a7ea0584b31ef0104950685a783817e84fa6260c8

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.460467Z digest=sha256:147ba6f83fd66017c606acded524bc01640f6a9449fae3f9d5c1ca7d23bc6a08

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.517934Z digest=sha256:539c675169132da8a5be5f71250490bdb5c4e26b480ae606f5fbeebc4d3beaae

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.561476Z digest=sha256:80ac403544415f778bd1b08cd6dc060e1e81edda85636ce0111f34f9b31f7fe9

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.606950Z digest=sha256:1e5238da8a6f5930ca43945b208754ebeeb2ebf515c8c17c00a8af2eb436f443

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=sha256:37376f92e286fe48285dd30c5a64fde97150e171d7da4a42f8fd4f715f4d8294

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.730377Z digest=sha256:52771fa79b0b209a8c0247814b779ba23eb7957cf6a76b9e1d563bb26273f3a7

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.806115Z digest=sha256:3820af44bccd41047c7e051d0812d90d207bc3166ebe37dc866b87954f437be2

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.869629Z digest=sha256:088eece5651737db219494ac85156f41303485f1813b58f01f504fefc275a143

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.891473Z digest=sha256:9c30bc957acbdd27392d08ee8ac7489ca708b5d4191745464488ecaad24fc4c5

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:06.908439Z digest=sha256:f0a38c1d98ee4e57d7a450d9ee95013e4c0e5f6ef32e28b78cffdbecfd970fce

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:e3c6fbe6bbc1b4ddab61b06c8c73b53b5198bef230b68aa0f8e586b86e176202

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=sha256:78d90cfff1b2f14c26781ec1a7c10af46034e10dfc52feac1b6393c1ef14fe85

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=sha256:15544c4ab57d6089a6752828c27d37e2062a04b8bb7c1a3010f63d49569f708d

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:07.115556Z digest=sha256:ac7b0742261660f7c88d2177cb0916729b44cdeb82f43a6dd6d2e7385a5ef3da

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=sha256:759b1fdab8a23612b00d8e976d3d96b8188c369e7349b32ad7ad1dfe47ca2398

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=sha256:8f24543a2ee0266b36b24845f1e9a45060437a9a46e5f9a5f3eccef6b50f0807

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=sha256:516994d00b495c87255f51a5348a328e8c19be9a682098f0bfc99ab2389f0489

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:28:07.382265Z digest=sha256:2d9009cfa1b8f48ad14daf4f77d8ac739d8a5142cbd7b85306f719cf5e085c3b

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=sha256:7bc73278b178520ea4d5ed06d1936d011f8bff5f37d318f361251235c90c1f13

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:b033d94819d4496cfc2e5606c2278d1595ec63f097af36114dd1d14f0dfc1b0c

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=sha256:3250a95ce672fa8c24227730e34c75f57159fccd1dc93afda25a0c308842ce10

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=sha256:019fd4c927b6fa4de0e521f6e6814d147cc1077766e63893bc8310220e70c318

Pith citing papers

No inbound Pith citation observations are available.