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Paper Citation Record · LEDGER

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning

As of 8 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 3 inbound Pith citation observations for arXiv:2508.16129.

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

pith.paper-citation-record.v1
2508.16129 v3

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:33:50.161915Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T18:39:14.083052Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T19:15:01.436284Z

Reference resolution

42 of 42 outbound references displayed

  • verified exact4
  • verified fuzzy5
  • unresolved28
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e3abbf09-d6fb-49fa-bdf0-d3f9f31456d8 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:58.627856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:44.328757Z digest=sha256:a89dce3cb9c4c716bb278fafbbed6a68c5ca3d3a04cb95abd69f85bacb9d8213

Observation 7dd39ebe-d50e-446a-bf62-0662892c51ac · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:58.438336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:44.436419Z digest=sha256:9f5252aff9b874c2815ec6f2fdfea7673dcaf9da4bfa7f61da3d359a89d3f096

Observation f6f45166-50ab-4d5c-ba62-190d043320b5 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:58.144358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:44.606349Z digest=sha256:b76a8404e28589a834cf82583d1450d83bb74d942521b0c6ab73db076ba5399e

Observation 72361c20-17c0-42a2-86ae-1ff2fc3c3577 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:57.809619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:44.774119Z digest=sha256:e626b3642a0d2f6eb4786db803931c4f20b69c23d6c20a2f12e74bf4f5a4a5a1

Observation ca8622f5-90a2-48e7-a8de-442cef61dccf · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:57.506117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:44.909772Z digest=sha256:b26f37f1a9476574499c7849a9f6510e16f8ca0581f1556c2f28fdad206390f9

Observation 6c8989a4-f149-405f-8469-9a3be80e4ff5 · outbound

This paper cites Aho, Monica S.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Aho, Monica S

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:33:57.189744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:45.045805Z digest=sha256:194ba42b22ef4ffb0e3f28a274bc680bfec066f9430f48f2e2d3d99a049c0b49

Observation da1d6e2a-3fc4-44c1-9a5c-b93d00e84c27 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 7

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T17:33:52.751447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:45.175626Z digest=sha256:5a733f262b09f4a5ff4617255c247ccc48a3073f99a61dc1559c876667c39890

Observation 133a5eb1-c543-4b37-8400-f3c6e86f727e · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:56.974033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:45.309579Z digest=sha256:743b59a671529b6beb182b79a07136a78d26929e93d3b790792351bbc3fee6c8

Observation 0c72a0e9-2cb0-41f2-a6a3-854991753bb2 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:56.798372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:45.432616Z digest=sha256:2a02039c8562b638e37fd4704103f535701105e9ec87d6687c11257d5ff0f2b8

Observation ec702fc6-576d-4bc7-9b42-25c297ac8ea6 · outbound

This paper cites 2015.Optgen: A Generator for Local Optimizations.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning 2015.Optgen: A Generator for Local Optimizations

Reference 10

Resolution
verified exact
doi, observed 2026-08-05T17:33:50.685422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:45.597448Z digest=sha256:fe8558fd12ec7fc681d65b280ccf3a190a3f7ad75dc05c05a8dae8d2f8155e3e

Observation bf4842cd-8ff3-41f4-8754-0f0f7ba8bcd4 · outbound

This paper cites Large Language Models for Compiler Optimization.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Large Language Models for Compiler Optimization

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-05T17:33:45.715842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:33:45.715842Z digest=sha256:921e109d7b36ba8b4da9de4ae518e5abe96f80af01edf8994fec3ceec6118866

Observation cd983c94-6e61-41ad-93d9-ea11d5125559 · outbound

This paper cites Davidson and Christopher W.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Davidson and Christopher W

Reference 12

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T17:33:52.526123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:45.868382Z digest=sha256:94d295cde04b3553fdc5939e285e30ef676ea1a18220db8e3ea8888aaa11df6a

Observation 2230da04-50cb-44bf-8344-0697b49f2bbb · outbound

This paper cites 1991.Crafting a Compiler with C.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning 1991.Crafting a Compiler with C

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:33:56.591758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:46.011266Z digest=sha256:7dd49977e5c4e53406e52632d3b2cb653c7a59c3e6567d90deef4131f36186b7

Observation 83861a28-af54-40e0-895d-099122621f72 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:56.349698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:46.152493Z digest=sha256:04a47ff1b6c2d7ed73846f9d8e0590134308ed7ad1cdca2603dea601add1befc

Observation 05538036-1047-4412-82a1-d7f70869cb29 · outbound

This paper cites RAPGen: An Approach for Fixing Code Inefficiencies in Zero-Shot.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning RAPGen: An Approach for Fixing Code Inefficiencies in Zero-Shot

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-05T17:33:46.433242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:33:46.433242Z digest=sha256:b9276c26e62d6b661c1da26432dddfe0ede290e2ad7037c84dc498c1a740fdcc

Observation ae1cf031-11bc-4da4-9ca0-3a0690525610 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:56.112334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:46.613596Z digest=sha256:7b7be85b4ab42080884f16ca7354d60f887074a0cbc32f059f2dc79b6c281de5

Observation aad1d5b7-9eb2-4542-b78e-48d3d645a726 · outbound

This paper cites Finding Missed Code Size Optimizations in Compilers using LLMs.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Finding Missed Code Size Optimizations in Compilers using LLMs

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-08-05T17:33:52.236222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:46.904688Z digest=sha256:ab1c4eae85a57068fd3654ecaa1bf0fdbdac99fdb921f936fcd5796f0c7d7e3d

Observation d955c835-6b9d-4afb-b9ce-59e7e4ef95d0 · outbound

This paper cites Compiler generated feedback for Large Language Models.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Compiler generated feedback for Large Language Models

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-05T17:33:46.764779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:33:46.764779Z digest=sha256:3818e0581bc674fc04e1cbd1c235d248ca13e4e0298ac366d01c6a76699c569e

Observation b637af3c-eb99-45b1-87f2-dceacf3a99a7 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:55.899475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:47.179247Z digest=sha256:3d1a1ec22738f8510787d0e99eb35998bd2eb0afc41a16cf5088361fd9664768

Observation 3853371b-92de-41ed-8add-e7e8c2e8936b · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 20

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T17:33:52.028222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:47.037878Z digest=sha256:5128555674ca36474c20bf87e8a896505fba511b30866c469f9946936386ee31

Observation e0e730c7-9fc1-4797-9f77-5a2e4d884929 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:55.446375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:47.507405Z digest=sha256:284ebe71ff592826d572103f6d85ecc7c45d17e02fd043e8df2751649601711b

Observation c83712d7-b81d-4133-b935-da5d39ebcfb7 · outbound

This paper cites 2002.LLVM: An infrastructure for multi-stage optimization.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning 2002.LLVM: An infrastructure for multi-stage optimization

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:33:55.675095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:47.354866Z digest=sha256:34a2a5e79d7cd5ae41a06c808b3a2817ec73d17a511439fcbf945ed0f65de4f0

Observation 86cd78fc-e960-4d2c-a566-17c3f29f9b77 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:54.763463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:48.024740Z digest=sha256:0503d6b4af79bff79de5e03925d000cdadfc55a0256990477639b11bca510845

Observation 08fe33d5-b5fa-4c18-b13e-3861188753ff · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:55.196854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:47.698754Z digest=sha256:3aa865bc554c38f7dbd159aed56f01823526d7bf9cbb4f4897aa6967ed692dd0

Observation 0e474c37-d0d5-4e9f-886c-1ea37cc73b87 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 25

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T17:33:51.728340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:48.562881Z digest=sha256:f8d627f24ce7e79b24df59c421ef48c21d2e0b1c627820b260e574fefb3f1010

Observation e1a37d79-53dd-46a6-9f85-9429fd6d2a23 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 26

Resolution
verified exact
raw_fallback, observed 2026-08-05T17:33:51.422138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:48.722892Z digest=sha256:ac099fdd31726f2c9e94014a8728c1b7d89cfbc9e40fc660782fbacf5abba7fd

Observation 505f135c-a32f-4dc6-9730-8f6f509ec842 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:54.535287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:48.188514Z digest=sha256:027cc2bd11e27ac25d522cedf6077901e0bb262fe37e7d73f550165764549186

Observation a3f7af70-537f-4ff6-8c51-e736dad1946c · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-05T17:33:49.032265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:33:49.032265Z digest=sha256:bad06112a6ab614896bb67276a6b98e99af3ecf3a646be96de4477bba2c55f2c

Observation 95a7cfb6-44e4-49c9-99ce-65508f8bbbb7 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:54.145964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:49.248989Z digest=sha256:52c7690257b1fba08692aed9f914ead11ed98e26a59ea4121d0a128d8b884579

Observation bf2cebc7-9040-4204-8707-b3e1b6a1a543 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 30

Resolution
verified exact
doi, observed 2026-08-05T17:33:50.398273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:49.398089Z digest=sha256:4faa2cca06ba06ba392a3de037065bbecdf487aaf02bf24a4e411e6bc0df13db

Observation 4bd6ab63-ef6c-45b6-b757-13e258251aa5 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 31

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T17:33:50.975939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:48.869157Z digest=sha256:1ce5822726dd87ca22710a478b2b3b01565ca1f962fbda8f2584aabba082fc0b

Observation a91e975b-24bf-4294-92f3-567d30c8366a · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:53.769139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:49.573259Z digest=sha256:978fe7ccd23323faaad20ea4bf111a51fdc9074d8e83d5105ca7ebc593214db0

Observation bd814ee4-17df-4e0e-9815-878b5133dce4 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:53.568148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:49.645139Z digest=sha256:50c60dd943458df9f2f1b981eb6dfe2ef1289c6adb9fc787504b426d4f4201b7

Observation 94f2dcac-c279-4480-9894-ca2990196001 · outbound

This paper cites Souper: A Synthesizing Superoptimizer.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Souper: A Synthesizing Superoptimizer

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-05T17:33:49.745515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5b840787-4b1a-41db-8aa7-f4cd83353955 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:53.956612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation ea705970-9147-4f40-9367-f8cca5cf6cd9 · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:53.190467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 9d9ceec1-71d6-4c13-9b14-59df7ff0fe1a · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:52.973244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation d490cab7-6281-4045-b81d-7847a32c35e0 · outbound

This paper cites LessLeak-Bench: A First Investigation of Data Leakage in LLMs Across 83 Software Engineering Benchmarks.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning LessLeak-Bench: A First Investigation of Data Leakage in LLMs Across 83 Software Engineering Benchmarks

Reference 38

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:33:50.161915Z digest=sha256:5ef5a5f9278a116fd1dc80632dc049312bc9df32d40041463bb50239f00ca916

Observation d4ffd96f-7cc5-4e0c-a5cc-461076a426cd · outbound

This paper cites an unresolved cited work.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:33:53.386309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 6bc5fdd9-d130-476d-9f0d-965492fdc751 · outbound

This paper cites InProceed- ings of the 36th ACM SIGPLAN Conference on Programming Language Design and Implementation.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning InProceed- ings of the 36th ACM SIGPLAN Conference on Programming Language Design and Implementation

Reference 2015

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation bc1db455-fe0f-4ef2-9a48-685f990b15fb · outbound

This paper cites In Proceedings of the 32nd ACM SIGSOFT International Symposium on Software Testing and Analysis.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning In Proceedings of the 32nd ACM SIGSOFT International Symposium on Software Testing and Analysis

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:33:54.990117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T17:33:47.892081Z digest=sha256:4135db6a03f02532a6edf40037f8f4424e8f79c467fedc71fd0e4e878314da36

Observation a70a7120-4dd5-4687-978e-042d5f138a75 · outbound

This paper cites Search-Based LLMs for Code Optimization.

Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning Search-Based LLMs for Code Optimization

Reference 2024

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:33:46.304906Z digest=sha256:ef916032261e17a6a125f25d545847740632a6ec340031360539fb57a6e27826

Pith citing papers

Observation 9d376438-286b-44ec-8a64-22a79585f180 · inbound

Fundus-R1: Training a Fundus-Reading MLLM with Knowledge-Aware Reasoning on Public Data cites this paper.

Fundus-R1: Training a Fundus-Reading MLLM with Knowledge-Aware Reasoning on Public Data Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-07-30T01:19:06.178399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation bcfbc1f8-6b29-44d7-88d2-278d2bbc5418 · inbound

OphIn-500K: Curating Web-Scale Visual Instructions for Scaling Ophthalmic Multimodal Large Language Models cites this paper.

OphIn-500K: Curating Web-Scale Visual Instructions for Scaling Ophthalmic Multimodal Large Language Models Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-07-30T01:19:06.178399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation a2c5468d-9f51-4065-af9b-825f30089d19 · inbound

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow cites this paper.

PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow Bridging the Gap in Ophthalmic AI: MM-Retinal-Reason Dataset and OphthaReason Model toward Dynamic Multimodal Reasoning

Reference 64

Resolution
verified exact
arxiv_id, observed 2026-07-30T01:19:06.178399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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