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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 15 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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:44.328757Z digest=sha256:2c58b84084e8ba770cb55f2df5555ecd7161c895664cc7aea75b18dd8e68d049

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:44.436419Z digest=sha256:edf153e08bbb733f9c0901c5ce1505b2e9de6cee7790d39d13cea51fb89bd03b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:44.606349Z digest=sha256:5a947a563056654f5883d9bf5666415843f977ce58719b14ff73a4c31bafd018

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:44.774119Z digest=sha256:9289120be85a58a07022dc8a6e649d5b9fa3120990c025780044f47aea148478

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:44.909772Z digest=sha256:aa07ee7d3b2653d25ecbad2100ca4af58170c2baacc6c8fae7bf981a58664411

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:45.045805Z digest=sha256:6dacfa669d1029bcedcac0602c94c27dc0c2e6450631ff3d452490d8aee9e399

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:45.175626Z digest=sha256:95ddabbf6cfa65b778090865015371a4de0dd401c80e79d49d77c46239914551

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:45.309579Z digest=sha256:ef6127f7a2e35d8343b7ad23979acf91061736ba278d9d3e92f49efb948e894d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:45.432616Z digest=sha256:b32c634ee38ac8d96b65c557ff374d0e0d37520e2094ad5c994384c6c2dd7cfe

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:45.597448Z digest=sha256:783e92cce6e9b4d6fe087c645b894668cefc7e863ea748f891389a48e4c43a4a

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=sha256:28e9a8513e3b9e52c51f2f7c01dc84b299d1371695d50ef96c394d4f3f6b2c22

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:45.868382Z digest=sha256:95858588bb356e5400563ec93de469d602fe8f10a7f40e10bf44d90ff13087a9

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:46.011266Z digest=sha256:d5a4173e6db7ca1405e4f601e64fa4f7c64c3ff5bd04e1e2bf7e10c16360c461

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:46.152493Z digest=sha256:48b7a40078c07773c80f86cbf279d19adc70362573d583c2b9103b8695a4f3d0

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=sha256:6a1cee6a625bd8ed80e2dcd87ec7e4f6df224c9d1d51b3fa8984526e0cf7f7ba

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:46.613596Z digest=sha256:f5cefbb9e246b95648c8f7fb8c1a390bba508548279693aa084d9cd82898d8af

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:46.904688Z digest=sha256:17fdcb7fe11f0c5d75a672451d7fb5d3f606ff76ad4932903a637dfe73c6139f

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:ec1d4ae87f76a61c074825074f5de8fe15305ba88558d445c086f6155b561529

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:47.179247Z digest=sha256:3d44b4421422f94c0e3c0dfdb97fd4a19fe0043a6507db3e84ac5e96f0184c90

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:47.037878Z digest=sha256:d605701cd41a9698199e4cd1de36848420023f5c8935a1a7af223a41ab297932

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:47.507405Z digest=sha256:9930c51f617a7d7a44bc7a9af2b5b77d238c2929a46231906b5809c8fb8c7263

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:47.354866Z digest=sha256:57dc7eae71c51e32ace2243c4cea3ab5bfba407fbe9b0d1e3dc53dffb8b85f09

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:48.024740Z digest=sha256:024cc7a3eafa8bded0b5bf6e5d075dc5033755585d04f476da63dc5dfca1cc05

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:47.698754Z digest=sha256:b5b5de5fc8cba1d82ec9b952b15b61d7b69e0a60e61d0046ab9925a811853205

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:48.562881Z digest=sha256:c7e8854456ae0ffe592fc424025459c01f8e60372163419afc6244e1f5a5d3f1

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:48.722892Z digest=sha256:bb1c0313e389d7860d1d8f138636065238adf220146ccf52c99554a4a5ca8c40

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:48.188514Z digest=sha256:dd9366d9f7e8c332e1da368526e0bf48adf095abc6cdabe5e0adb04fda9200d2

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:49.248989Z digest=sha256:11a54bee59a05c9dbb325ebbbc3c8ab8d177e85edb04b3ef11949d42b693b25f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:49.398089Z digest=sha256:ce2bfda1942bf213abc1411aca3973b2dd69ab6c1d2f291a5bcb22a949ebea96

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:48.869157Z digest=sha256:bff75291ed2e0dcc690fcf3a6cfd0fdc8ba7c9b02c165112b74e6025ee90f033

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:49.573259Z digest=sha256:8e8d9706b8feb747631ca1208ede937a5c34532a9f130627aa0c5fecf2575636

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:49.645139Z digest=sha256:473a66a03006c6ff931248349d8028a065d943e3f776a7f9498a76f8f4cd40a3

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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+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
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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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 2026-08-15T06:32:42.880941+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
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T17:33:47.892081Z digest=sha256:ba19d31d44d5f495d3d41d1c01429e3b9e2d347e8128ab92f62f659cc408692d

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=sha256:3b9f2ea566ff830d8db74198f3eb4e4e6e7b727953fba457739f08e4a96e6d4a

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+00:00.

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