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Paper Citation Record · LEDGER

Multilingual Multimodal Software Developer for Code Generation

As of 19 August 2026, this Paper Citation Record lists 100 of 126 outbound references and 1 inbound Pith citation observation for arXiv:2507.08719.

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

pith.paper-citation-record.v1
2507.08719 v1

Coverage vector

measured 100 of 126 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:19:58.426214Z

measured 101 of 101 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T03:57:19.028507Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T17:38:44.150550Z

Reference resolution

100 of 126 outbound references displayed

  • verified exact2
  • verified fuzzy0
  • unresolved98
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4eca814d-2b2e-4a0d-9c5d-8198592d270d · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Multilingual Multimodal Software Developer for Code Generation Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:50.618496Z digest=sha256:b46807633255369908c473b2afad548bb2e628a9ac65a07e7a54ee7624ea066b

Observation 772acc10-ee22-46eb-986c-1a9551b84d48 · outbound

This paper cites Introducing meta llama 3: The most capable openly available llm to date.

Multilingual Multimodal Software Developer for Code Generation Introducing meta llama 3: The most capable openly available llm to date

Reference 2

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source=pdf_text observed=2026-08-06T18:18:50.762144Z digest=sha256:2442e346bc883f0f78b86fa7d0f80399f7771514e3951f8b33ea0bf10eef378d

Observation 40c74cdc-77bf-4042-b60e-699eb4e386b3 · outbound

This paper cites Aider llm leaderboards.

Multilingual Multimodal Software Developer for Code Generation Aider llm leaderboards

Reference 3

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:18:50.905539Z digest=sha256:bcc897cdf333a7620fb54fa355c66ef7f5386e54c6367870f38e674fb770bdb5

Observation 23c4fbb8-037c-4562-9408-087492b15554 · outbound

This paper cites SantaCoder: don't reach for the stars!.

Multilingual Multimodal Software Developer for Code Generation SantaCoder: don't reach for the stars!

Reference 4

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source=pdf_text observed=2026-08-06T18:18:50.985583Z digest=sha256:c0d79075dd730b82ba46ef40aca266722aa1d5ad31a362effe690ec26c3d214b

Observation 8967fb07-6e54-4413-9db4-f92a16362ee8 · outbound

This paper cites The claude 3 model family: Opus, sonnet, haiku.

Multilingual Multimodal Software Developer for Code Generation The claude 3 model family: Opus, sonnet, haiku

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:51.066845Z digest=sha256:158107acd3a203ae6cd389542046599bd2dccb25d5bf1f1e56a2abf05c589307

Observation 3a171b8a-11f7-40c2-b7ea-04ea048b448d · outbound

This paper cites Vqa: Visual question answering.

Multilingual Multimodal Software Developer for Code Generation Vqa: Visual question answering

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:51.171405Z digest=sha256:111ab924a1395978bd800d464726294dd80514044b9f3653e98764ca1e602d61

Observation 29f56a5a-542f-44ef-8ba6-893a185be65b · outbound

This paper cites Multi-lingual evaluation of code generation models.

Multilingual Multimodal Software Developer for Code Generation Multi-lingual evaluation of code generation models

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:51.242744Z digest=sha256:4c30e060c79b020789715ea7fd94cce9e542dc66cd458e6192db4fe27a624863

Observation 6e300e9a-53cf-46c5-9859-339e236eaece · outbound

This paper cites Program Synthesis with Large Language Models.

Multilingual Multimodal Software Developer for Code Generation Program Synthesis with Large Language Models

Reference 8

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:51.306137Z digest=sha256:697c3ba3383be676b5797f3b39b5008c9b5e59b64a9a5b63f9ed36b055297ea4

Observation dc1ce1c7-a5e0-4572-a47b-c69e18543a3c · outbound

This paper cites Qwen Technical Report.

Multilingual Multimodal Software Developer for Code Generation Qwen Technical Report

Reference 9

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:51.396215Z digest=sha256:4e5460a926f7a02c0c34da6723e24fb39c473fe93d643403e5adc99c5a0dbf65

Observation 18f599b1-75ec-48cc-b92f-c1ec102cd791 · outbound

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

Multilingual Multimodal Software Developer for Code Generation Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 10

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:51.478718Z digest=sha256:65e2c37189a1f3348e3e223c4f40160cea636be64a27cdbbf052d803237362b8

Observation 5f37d0fc-30f4-457c-90e9-a605f075f271 · outbound

This paper cites Qwen2.5-VL Technical Report.

Multilingual Multimodal Software Developer for Code Generation Qwen2.5-VL Technical Report

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:51.555387Z digest=sha256:314a624fdb83288946e3c85d1132ed100aec2d9036f88cfdadf3e84aaa6189ca

Observation 752d46f9-746c-409a-a0e6-2f0899cfb612 · outbound

This paper cites Codeplan: Repository-level coding using llms and planning.

Multilingual Multimodal Software Developer for Code Generation Codeplan: Repository-level coding using llms and planning

Reference 12

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source=pdf_text observed=2026-08-06T18:18:51.641703Z digest=sha256:f5c50e06c2cf7de4164089dd29f8dc7b08ae05e236645e0331d6f3502bbe5f94

Observation be7371ef-0087-479d-b7da-876a42109d15 · outbound

This paper cites Multipl-e: A scalable and polyglot approach to benchmarking neural code generation.

Multilingual Multimodal Software Developer for Code Generation Multipl-e: A scalable and polyglot approach to benchmarking neural code generation

Reference 13

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:18:51.706588Z digest=sha256:ab8503d62adb78333a2a80202defd2bd6145cf2ca95a60f04d5c009bf4f64340

Observation 8fd48d6a-f862-497b-a8cf-871d992375ce · outbound

This paper cites McEval: Massively Multilingual Code Evaluation.

Multilingual Multimodal Software Developer for Code Generation McEval: Massively Multilingual Code Evaluation

Reference 14

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:51.809760Z digest=sha256:73480293dca1819d4eefc86faaf1b17d75d8bce61ff740b8e0189b0365f08147

Observation 560af922-89a5-4820-bc9e-ac9bf5bca9da · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Multilingual Multimodal Software Developer for Code Generation Evaluating Large Language Models Trained on Code

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:51.877583Z digest=sha256:8da662e5b49b44539eef5ac5238a335277f83a0fa4b60b62e7d671f49bd2a0d2

Observation ac46790d-b409-4a12-b173-e0649bff3247 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

Multilingual Multimodal Software Developer for Code Generation Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 16

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:51.959381Z digest=sha256:53d5c90a79a54ecc0878332f076fbb2444593a8837a93882dec02256ccd309b6

Observation e1b372d8-e9eb-4f61-862b-a44b583f42bf · outbound

This paper cites Gemini 2.5 pro preview: even better coding performance, 2025.

Multilingual Multimodal Software Developer for Code Generation Gemini 2.5 pro preview: even better coding performance, 2025

Reference 17

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:52.050629Z digest=sha256:62c5202f30c3d05e277c51c2de3e0ff61ae5254f4ee728f21713371ce5628b15

Observation 6e5b72a9-bf54-4fc6-a8e7-84fb93ede147 · outbound

This paper cites R2C2-Coder: Enhancing and Benchmarking Real-world Repository-level Code Completion Abilities of Code Large Language Models.

Multilingual Multimodal Software Developer for Code Generation R2C2-Coder: Enhancing and Benchmarking Real-world Repository-level Code Completion Abilities of Code Large Language Models

Reference 18

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source=pdf_text observed=2026-08-06T18:18:52.130212Z digest=sha256:baf23ff1e7c038ddc6a81b54bd09298489df36cfd457431c90740672fd3581b9

Observation 524e77b2-317e-48e0-88bd-8de50ca8f403 · outbound

This paper cites BERT: pre-training of deep bidirectional transformers for language understanding.

Multilingual Multimodal Software Developer for Code Generation BERT: pre-training of deep bidirectional transformers for language understanding

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:52.195220Z digest=sha256:6f0ebcc461baba68ad940555df4a03329b31055de0a8dd236b30966affab420d

Observation 19c38ae7-de5c-4ea0-b079-da738768a847 · outbound

This paper cites Codebert: A pre-trained model for programming and natural languages.

Multilingual Multimodal Software Developer for Code Generation Codebert: A pre-trained model for programming and natural languages

Reference 20

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:52.259576Z digest=sha256:127b85d351458cd8db959a7b503e5191c2737a71fbc80fdd847c54c52ab0ec1d

Observation 880b8005-d08e-4646-96ef-d4ae1020da36 · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

Multilingual Multimodal Software Developer for Code Generation Gemma: Open Models Based on Gemini Research and Technology

Reference 21

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no resolver link, observed 2026-08-06T18:18:52.327601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:52.327601Z digest=sha256:f68479e4d87547c561ff4121285a682d84a1d4910868193a9fa57dcd88c8a773

Observation ad239c96-6967-4125-af51-9b4a41039742 · outbound

This paper cites Making the v in vqa matter: Elevating the role of image understanding in visual question answering.

Multilingual Multimodal Software Developer for Code Generation Making the v in vqa matter: Elevating the role of image understanding in visual question answering

Reference 22

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no resolver link, observed 2026-08-06T18:18:52.393074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:52.393074Z digest=sha256:5966654e47460524c372636c1a2aa79a1c850efee9957093101132344b9a422c

Observation 72de2090-d723-4df3-b5de-5bce87f12cc8 · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

Multilingual Multimodal Software Developer for Code Generation DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 23

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no resolver link, observed 2026-08-06T18:18:52.482055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:52.482055Z digest=sha256:30d4f570e25d2ac73e75ed093fe6e81e4b58a6c231a842531ec97713f98e1098

Observation 76d6764f-3659-4fb9-b6ff-544e8d3ad65b · outbound

This paper cites ChartLlama: A Multimodal LLM for Chart Understanding and Generation.

Multilingual Multimodal Software Developer for Code Generation ChartLlama: A Multimodal LLM for Chart Understanding and Generation

Reference 24

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:52.539413Z digest=sha256:b32d01339ffcec8159c7f160cb62713d996f757a7a6ac8b582116a6ff14c8558

Observation bc34567c-c73f-49f7-a8be-89dfc1cacf12 · outbound

This paper cites On distribution shift in learning-based bug detectors.

Multilingual Multimodal Software Developer for Code Generation On distribution shift in learning-based bug detectors

Reference 25

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no resolver link, observed 2026-08-06T18:18:52.604166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:52.604166Z digest=sha256:70fa37c009676fe656b200f892d544d0ce96b8c93aa7ff2c3f5a51e45894988d

Observation a8843848-06ca-4e74-84e4-ed950694a877 · outbound

This paper cites OlympicArena: Benchmarking Multi-discipline Cognitive Reasoning for Superintelligent AI.

Multilingual Multimodal Software Developer for Code Generation OlympicArena: Benchmarking Multi-discipline Cognitive Reasoning for Superintelligent AI

Reference 26

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:52.701130Z digest=sha256:60ff008fc16f8a8b369fd582687e9f1e7e6280641da642b9b7e95ecc751e91d1

Observation c86736f6-fec9-4a07-b96f-d7114639c4f2 · outbound

This paper cites Qwen2.5-Coder Technical Report.

Multilingual Multimodal Software Developer for Code Generation Qwen2.5-Coder Technical Report

Reference 27

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:52.872046Z digest=sha256:0fb00c82249a1d7add3cc00e6901b3d36240aa892a9e369dee9c0ba6e3f55dbe

Observation b947d073-423f-4132-9fe8-7a0df1cb250c · outbound

This paper cites GPT-4o System Card.

Multilingual Multimodal Software Developer for Code Generation GPT-4o System Card

Reference 28

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no resolver link, observed 2026-08-06T18:18:53.043707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:53.043707Z digest=sha256:003448aa24d56a6b23b27fdcfd0d6d1b5a5367ea50e624759cc96f5d37bdeb7f

Observation 5f5a338f-e2f4-498d-bf73-206789b9ccd6 · outbound

This paper cites LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code.

Multilingual Multimodal Software Developer for Code Generation LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 29

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no resolver link, observed 2026-08-06T18:18:53.183546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:53.183546Z digest=sha256:3af3a4d2c7bfb54f841a19232d14ed98b2096c1315a458899441f57bb312b0d6

Observation 3cbeb4d1-1d9f-46c8-b29e-4bc79228096f · outbound

This paper cites Mistral 7B.

Multilingual Multimodal Software Developer for Code Generation Mistral 7B

Reference 30

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no resolver link, observed 2026-08-06T18:18:53.267561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:53.267561Z digest=sha256:c54a1616f53a08022f319642c6e900fc0aceb82413ebc9ea12c30777c4a02c31

Observation 0b979cf7-a3db-4f66-a0eb-56b591c8e510 · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

Multilingual Multimodal Software Developer for Code Generation SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 31

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no resolver link, observed 2026-08-06T18:18:53.389960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:53.389960Z digest=sha256:285581ccd04a01e67915f4b8ec9fe63badb15fd9c92338488cbca7af46ce57a3

Observation 62be36d1-48d4-47db-8b51-efae73449826 · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

Multilingual Multimodal Software Developer for Code Generation Gonzalez, Hao Zhang, and Ion Stoica

Reference 32

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no resolver link, observed 2026-08-06T18:18:53.571469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:53.571469Z digest=sha256:c6928ac83fe0538135d7e5079e1cb0ff555d9623940aa74b4cc55a08254cc2c2

Observation a8c032ee-c0d1-455f-aa1e-61f290601e99 · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

Multilingual Multimodal Software Developer for Code Generation LLaVA-OneVision: Easy Visual Task Transfer

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:53.705025Z digest=sha256:7039ff70c24841dc9e6dbdbd6b8b029230566cbd52060695c9770d00c014aea6

Observation f3450736-3817-48e6-9ca6-50b2f2fcdf67 · outbound

This paper cites MMCode: Benchmarking Multimodal Large Language Models for Code Generation with Visually Rich Programming Problems.

Multilingual Multimodal Software Developer for Code Generation MMCode: Benchmarking Multimodal Large Language Models for Code Generation with Visually Rich Programming Problems

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:53.801064Z digest=sha256:99115a65c3512e76778a3bd3e7838bb16d3d786d23fa8a983d427480c514028d

Observation 2f5e6f20-6a69-4f1a-9375-70ccc5937571 · outbound

This paper cites StarCoder: may the source be with you!.

Multilingual Multimodal Software Developer for Code Generation StarCoder: may the source be with you!

Reference 35

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:53.990423Z digest=sha256:97f8735eeec3496406472f03b0078a8f63855e678473d871cfa393a00d3351d7

Observation 6f2c5b4d-110c-432b-93db-22f8fb00526b · outbound

This paper cites Towards real-world writing assistance: A Chinese character checking benchmark with faked and misspelled characters.

Multilingual Multimodal Software Developer for Code Generation Towards real-world writing assistance: A Chinese character checking benchmark with faked and misspelled characters

Reference 36

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:54.105823Z digest=sha256:33d425bb06676cf2b46f1c602d6b84d93eac49e6bc28e96d6cbbeac6819a952c

Observation ba4f7186-fe52-464e-8bfb-8e81dfad7905 · outbound

This paper cites Competition-Level Code Generation with AlphaCode.

Multilingual Multimodal Software Developer for Code Generation Competition-Level Code Generation with AlphaCode

Reference 37

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:54.187242Z digest=sha256:315390acdf55899b9ee320a7052d33e696d7f1eb5f602127f546a0df81641601

Observation 9d8600cb-d425-482b-a6f8-b51e31daf9d5 · outbound

This paper cites Quixbugs: a multi- lingual program repair benchmark set based on the quixey challenge.

Multilingual Multimodal Software Developer for Code Generation Quixbugs: a multi- lingual program repair benchmark set based on the quixey challenge

Reference 38

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no resolver link, observed 2026-08-06T18:18:54.260462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:54.260462Z digest=sha256:08f1576ecbc379c8555175403eac0aeb4333c4d69ec8bc8aaa8f9d047ede2c42

Observation 450d23d1-49c7-4358-b4ee-09d95781d81a · outbound

This paper cites DeepSeek-V3 Technical Report.

Multilingual Multimodal Software Developer for Code Generation DeepSeek-V3 Technical Report

Reference 39

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no resolver link, observed 2026-08-06T18:18:54.341811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:54.341811Z digest=sha256:bbddc6c85525079e725e776b0c75b811c360fd8821612c94c7bc76ffb93ea39c

Observation 33a57cca-cb2b-406d-9572-28e865b554b1 · outbound

This paper cites Llava-next: Improved reasoning, ocr, and world knowledge, 2024.

Multilingual Multimodal Software Developer for Code Generation Llava-next: Improved reasoning, ocr, and world knowledge, 2024

Reference 40

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:54.445242Z digest=sha256:3a727916494960dea4e309d2556e0246be22ce62e8f6ddc9ca4b4d434a6294be

Observation ab296e37-e4bc-4995-9c87-771b4d6cff5d · outbound

This paper cites Visual Instruction Tuning.

Multilingual Multimodal Software Developer for Code Generation Visual Instruction Tuning

Reference 41

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no resolver link, observed 2026-08-06T18:18:54.566038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:54.566038Z digest=sha256:01823a18e0936e53869db030d221a7ee76e9fc08a9d7aba5d6f3669f8ff35aac

Observation 8163ac81-d03e-43bf-affc-011acb364d10 · outbound

This paper cites Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation.

Multilingual Multimodal Software Developer for Code Generation Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation

Reference 42

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:54.652860Z digest=sha256:f5f192191b51fc21028e14f9cd25b576dcc20bbb2745d35f7c513d3e94619228

Observation c5a1b78a-3d73-4d7e-8b0f-199cbc8271b1 · outbound

This paper cites RepoBench: Benchmarking Repository-Level Code Auto-Completion Systems.

Multilingual Multimodal Software Developer for Code Generation RepoBench: Benchmarking Repository-Level Code Auto-Completion Systems

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:54.846504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:54.846504Z digest=sha256:5c6df6d6078cbd0f5d79e0198389f2ec780e3223ca2f6281662f03f68737dbfa

Observation 538caaaf-ee7c-453f-8f53-1b16c373b3ab · outbound

This paper cites LogoMotion: Visually-Grounded Code Synthesis for Creating and Editing Animation.

Multilingual Multimodal Software Developer for Code Generation LogoMotion: Visually-Grounded Code Synthesis for Creating and Editing Animation

Reference 44

Resolution
verified exact
local_arxiv, observed 2026-08-06T18:19:59.368722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T18:18:54.997374Z digest=sha256:8f97183cb2e98c117be0f2ca4a982394eaff02950cdb313b5fc46b638521eaf6

Observation 9107c485-33a8-4f7c-8a85-467edcd3f8a8 · outbound

This paper cites VisualAgentBench: Towards Large Multimodal Models as Visual Foundation Agents.

Multilingual Multimodal Software Developer for Code Generation VisualAgentBench: Towards Large Multimodal Models as Visual Foundation Agents

Reference 45

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unresolved
no resolver link, observed 2026-08-06T18:18:55.111632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:55.111632Z digest=sha256:336fc66f626b80543115b2e3f9d63345cdd0511c7ef73abbb61680044d15965b

Observation 52f6bd1a-b21f-46d7-85ab-8a49eb4f6f94 · outbound

This paper cites Code genera- tion from flowcharts with texts: A benchmark dataset and an approach.

Multilingual Multimodal Software Developer for Code Generation Code genera- tion from flowcharts with texts: A benchmark dataset and an approach

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:55.275088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:55.275088Z digest=sha256:17b10cea91a04d2e019d59d11d284046e69c8b8154ff2a23e59c6c791b7c20f5

Observation bd557556-9f67-4f40-8078-baa5c5a9c653 · outbound

This paper cites Decoupled Weight Decay Regularization.

Multilingual Multimodal Software Developer for Code Generation Decoupled Weight Decay Regularization

Reference 47

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no resolver link, observed 2026-08-06T18:18:55.399513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:55.399513Z digest=sha256:a514bbeb05a9134757531f321f55dfed0be2cab363f55b73c72678c0bcbe4bfd

Observation d2c801de-5428-453f-b0f8-8a8213371726 · outbound

This paper cites StarCoder 2 and The Stack v2: The Next Generation.

Multilingual Multimodal Software Developer for Code Generation StarCoder 2 and The Stack v2: The Next Generation

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:55.505727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:55.505727Z digest=sha256:1b53e5aac73421ee9322d3b6732ec6db5f948d642bc6290fc4306e03cc44ae61

Observation d61ed200-08da-4a26-bf10-76ba921573d6 · outbound

This paper cites WizardCoder: Empowering Code Large Language Models with Evol-Instruct.

Multilingual Multimodal Software Developer for Code Generation WizardCoder: Empowering Code Large Language Models with Evol-Instruct

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:55.608349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:55.608349Z digest=sha256:bb4765800ffc78ef880c4f1b9567aa5d7ce6a54a3239509f2acb1949fba30f04

Observation d9964c14-cb99-47fe-9e8c-3b9587535cfe · outbound

This paper cites Llama 4, leading intelligence., 2025.

Multilingual Multimodal Software Developer for Code Generation Llama 4, leading intelligence., 2025

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:55.754066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:55.754066Z digest=sha256:b8f57c444cd10dae85a8bf8b2340c5def3d6f28f3f42f4677da7f212992dc710

Observation 693630a8-4613-4db0-b4a8-0bb648f162b8 · outbound

This paper cites RoboCodeX: Multimodal Code Generation for Robotic Behavior Synthesis.

Multilingual Multimodal Software Developer for Code Generation RoboCodeX: Multimodal Code Generation for Robotic Behavior Synthesis

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:55.885739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:55.885739Z digest=sha256:77e858dfd16e33353861264fde90e2efd9c7ee64bee546de8ef5a87b5a4a6796

Observation 79679be1-abd6-413c-9a57-b69ca7794d5d · outbound

This paper cites OctoPack: Instruction Tuning Code Large Language Models.

Multilingual Multimodal Software Developer for Code Generation OctoPack: Instruction Tuning Code Large Language Models

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:55.990650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:55.990650Z digest=sha256:d902644ba06d38dd8cee669d7c8b62bd146a8f67201e73fc904abbad120a6a19

Observation b64ac489-be0a-4d7e-90b4-2dbc6b5261d8 · outbound

This paper cites GPT-4 Technical Report.

Multilingual Multimodal Software Developer for Code Generation GPT-4 Technical Report

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:56.128773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:56.128773Z digest=sha256:cb6840d2315e23c1480568e242d47d11edc49359b94460b45afe08e3ff081163

Observation d181a73e-28c1-43a5-9a84-45217a85298f · outbound

This paper cites Introducing gpt-4.5, 2025.

Multilingual Multimodal Software Developer for Code Generation Introducing gpt-4.5, 2025

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:56.263003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:56.263003Z digest=sha256:e635da551d2e7d5cf65b144305828b0e18ebdd067e17029e736fbbbd2427c878

Observation 45644a01-6d1d-47d5-8758-67a5c86af1d0 · outbound

This paper cites RunBugRun -- An Executable Dataset for Automated Program Repair.

Multilingual Multimodal Software Developer for Code Generation RunBugRun -- An Executable Dataset for Automated Program Repair

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:56.412425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:56.412425Z digest=sha256:ff2316e4460448fa5bdcda964bdb3d02cc4f0a6f146c7efc7cb31918223f8cb8

Observation be8a2e92-ab43-4bf2-8c29-5643f14b7f9b · outbound

This paper cites Learning transferable visual models from natural language supervision.

Multilingual Multimodal Software Developer for Code Generation Learning transferable visual models from natural language supervision

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:56.572520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:56.572520Z digest=sha256:4cd5e60124a675e74d95af235b60e8071a2713c7a1343cb8db977ec50bf3fa0d

Observation 4354c814-e7ef-4a5b-8d46-fa8e57dd1088 · outbound

This paper cites Improving language understanding by generative pre-training.

Multilingual Multimodal Software Developer for Code Generation Improving language understanding by generative pre-training

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:56.680320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:56.680320Z digest=sha256:471339b474179fa4271feda1dfbd86086894f1e4eb2e1482a9022898877f03cd

Observation b0e2f17d-377e-4ea7-94ae-051ef3e0df60 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

Multilingual Multimodal Software Developer for Code Generation Code Llama: Open Foundation Models for Code

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:56.757018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:56.757018Z digest=sha256:5d05d80d7a792168fb1ebf2fbc124392316b125ff9839a1437e1125a02071ff6

Observation 58076113-086c-4428-aeed-08cacd107ac2 · outbound

This paper cites BLOOM: A 176B-Parameter Open-Access Multilingual Language Model.

Multilingual Multimodal Software Developer for Code Generation BLOOM: A 176B-Parameter Open-Access Multilingual Language Model

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:56.853683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:56.853683Z digest=sha256:e7d06dee9dfae7c4a2eeaf49b478a9ca9c5c2213d82994901f62366fbbb0f450

Observation 3f3b6024-3735-4305-830e-d237f0498dcf · outbound

This paper cites Seed-thinking-v1.5: Advancing superb reasoning models with reinforcement learning.

Multilingual Multimodal Software Developer for Code Generation Seed-thinking-v1.5: Advancing superb reasoning models with reinforcement learning

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:56.955252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:56.955252Z digest=sha256:ba87669e613f65cefc18d361dac8e4203ea6061c3ca36c34bd30113ffb3eba2a

Observation 0c061e40-19a8-46b5-8843-68103473798a · outbound

This paper cites Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought Reasoning.

Multilingual Multimodal Software Developer for Code Generation Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought Reasoning

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:57.042674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:57.042674Z digest=sha256:54fd999f11a83f79a0a36c4d92fe185ff06c6d5055a7040d0a056df247056d86

Observation d82e5869-e4f8-45fe-8797-c261c6520dbc · outbound

This paper cites ChartMimic: Evaluating LMM's Cross-Modal Reasoning Capability via Chart-to-Code Generation.

Multilingual Multimodal Software Developer for Code Generation ChartMimic: Evaluating LMM's Cross-Modal Reasoning Capability via Chart-to-Code Generation

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:57.143197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:57.143197Z digest=sha256:25709453a3e5d05d4e314bf3d553aaa6f256c06b09fb0cb1cefa4cbe1ea215e9

Observation 97af3dd4-bb20-4ae9-a860-c80a8df9cae1 · outbound

This paper cites Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering.

Multilingual Multimodal Software Developer for Code Generation Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End Engineering

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:57.315600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:57.315600Z digest=sha256:b7a91867702d25620d810f16611b98edb4ad3a46bf94a369338b8b3bc16ddf35

Observation 36d65341-9493-43af-aca4-abdff299f234 · outbound

This paper cites FlowVQA: Mapping Multimodal Logic in Visual Question Answering with Flowcharts.

Multilingual Multimodal Software Developer for Code Generation FlowVQA: Mapping Multimodal Logic in Visual Question Answering with Flowcharts

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:57.441211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:57.441211Z digest=sha256:b3c682bdefe13e03e212035f50cc1ff322ab43122021d095ac1d17d2a438b78a

Observation d8f7c18c-bea9-4c6b-976e-cf7e8d88e921 · outbound

This paper cites UniCoder: Scaling code large language model via universal code.

Multilingual Multimodal Software Developer for Code Generation UniCoder: Scaling code large language model via universal code

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.157391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.157391Z digest=sha256:3bf4807ff44073e47f8fac6347fa9af434e89369127fa51ff5da20022f2b5d3a

Observation 03f0d185-6e7d-4775-a7bf-4f27119e219c · outbound

This paper cites MTVQA: Benchmarking Multilingual Text-Centric Visual Question Answering.

Multilingual Multimodal Software Developer for Code Generation MTVQA: Benchmarking Multilingual Text-Centric Visual Question Answering

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.185565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.185565Z digest=sha256:a3a9680cc3eacbdd441c9d6a2c65e2aabde9d1f8728b81caf443da34a53b2d4a

Observation 00c5799d-9823-4069-8ccb-fa0bb013d4e4 · outbound

This paper cites Flowchartqa: the first large-scale benchmark for reasoning over flowcharts.

Multilingual Multimodal Software Developer for Code Generation Flowchartqa: the first large-scale benchmark for reasoning over flowcharts

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.212152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.212152Z digest=sha256:5fe40c1bbfcc13b0d5d63eda733f8a77ac78cd74b7a46141ce46c1a0e9da37fb

Observation bb349b7a-d5c0-4179-a79a-2570399bb14d · outbound

This paper cites Gemma 3 Technical Report.

Multilingual Multimodal Software Developer for Code Generation Gemma 3 Technical Report

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.223338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.223338Z digest=sha256:032188a681b0faf8d0734e455206f6ae489aec2e8ac0104b0e7a19e1f0c708b3

Observation c97bf44c-4e3b-43e4-8b27-e183b0cbb439 · outbound

This paper cites an unresolved cited work.

Multilingual Multimodal Software Developer for Code Generation Unresolved cited work

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.235798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.235798Z digest=sha256:b9a5d860a07f587d6f4c29ef0a622c9050015e673358d8de17ec3ed3ba55c445

Observation 622cd2d3-0f2b-40c2-a24b-0270898a221a · outbound

This paper cites Qvq: To see the world with wisdom, December 2024.

Multilingual Multimodal Software Developer for Code Generation Qvq: To see the world with wisdom, December 2024

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.247007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.247007Z digest=sha256:bff871c808ef97bf0f393821d6aec92d8585e6a1efe41b792697f36a2c43c195

Observation 3ebcc030-8647-4a1c-80bd-ddcb59defc5e · outbound

This paper cites DebugBench: Evaluating Debugging Capability of Large Language Models.

Multilingual Multimodal Software Developer for Code Generation DebugBench: Evaluating Debugging Capability of Large Language Models

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.262467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.262467Z digest=sha256:f6ad94459c240fe487c649a455d5076075690c75194f3aa3b9e0b4e470316b24

Observation e7e17448-eb07-4014-b413-d636bbe0a789 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Multilingual Multimodal Software Developer for Code Generation Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.279724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.279724Z digest=sha256:4e186ec5267018f7e923e05081c49efe01cc2c64d75c80f602884987983163f6

Observation 2a08fe17-0a30-49dc-868e-ce373a3df77a · outbound

This paper cites Solving olympiad geometry without human demonstrations.

Multilingual Multimodal Software Developer for Code Generation Solving olympiad geometry without human demonstrations

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.290532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.290532Z digest=sha256:1677b742d1ed0351dda88c4d0fb08c3c07785e196f97d81c8c909ca7f71211c8

Observation b9ed34aa-aa33-4dac-922b-fc4ed541434f · outbound

This paper cites Code-Vision: Evaluating Multimodal LLMs Logic Understanding and Code Generation Capabilities.

Multilingual Multimodal Software Developer for Code Generation Code-Vision: Evaluating Multimodal LLMs Logic Understanding and Code Generation Capabilities

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.304150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.304150Z digest=sha256:0d3c770f880ce66712b910786be4a0ff13ff55511690fda7fa0deffb1a9398d5

Observation 11f198ee-07c9-42ff-b136-8c6157973a6d · outbound

This paper cites Delving into commit-issue correlation to enhance commit message generation models.

Multilingual Multimodal Software Developer for Code Generation Delving into commit-issue correlation to enhance commit message generation models

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.312274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.312274Z digest=sha256:a6b79f32782dcba7e2d7505eeb9620e48af73d5626e2db940a449fbc7c6949b7

Observation a2e079d8-c411-4028-b64f-391e4931ecba · outbound

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

Multilingual Multimodal Software Developer for Code Generation Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.317788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.317788Z digest=sha256:1566deed7ff4b48b5df9174454c4cdcfdd88fa69c8804fe825b0504d06093c9f

Observation 02159a98-35ef-4ec0-87e5-783957e73114 · outbound

This paper cites CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation.

Multilingual Multimodal Software Developer for Code Generation CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.321413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.321413Z digest=sha256:ec2418fe141b66bd09ff305d9c9256527f7bc4a6d4d3dff27f312706a2a2aac3

Observation fd7e6407-616e-47e1-9a38-18a416dbdf30 · outbound

This paper cites Execution-based evaluation for open-domain code generation.

Multilingual Multimodal Software Developer for Code Generation Execution-based evaluation for open-domain code generation

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.326017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.326017Z digest=sha256:b22fe897a017048d217f97808b8411192ec733e9a409b41d04d5f08b59c582f9

Observation 87c0990c-9c80-4491-873e-cfd55761b9fe · outbound

This paper cites CharXiv: Charting Gaps in Realistic Chart Understanding in Multimodal LLMs.

Multilingual Multimodal Software Developer for Code Generation CharXiv: Charting Gaps in Realistic Chart Understanding in Multimodal LLMs

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.329893Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:19:58.329893Z digest=sha256:573b27249cde20ea4431567045df910a9698cf16a80dda9409e4e0baf2e1e622

Observation 7d8bcce8-50e6-486f-ab2f-b4aa2151954c · outbound

This paper cites Magicoder: Empowering Code Generation with OSS-Instruct.

Multilingual Multimodal Software Developer for Code Generation Magicoder: Empowering Code Generation with OSS-Instruct

Reference 80

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:19:58.333689Z digest=sha256:d950c289f532d7b8265b8ebc07801f48f1014882f9719f96fa9867c24c697a52

Observation 086d796e-0d1b-4910-8e05-469c4726148f · outbound

This paper cites Plot2Code: A Comprehensive Benchmark for Evaluating Multi-modal Large Language Models in Code Generation from Scientific Plots.

Multilingual Multimodal Software Developer for Code Generation Plot2Code: A Comprehensive Benchmark for Evaluating Multi-modal Large Language Models in Code Generation from Scientific Plots

Reference 81

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no resolver link, observed 2026-08-06T18:19:58.337058Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:19:58.337058Z digest=sha256:83c4926ed6a37be3d3e10d56d3baa7ccfd965eda6ea9e67d6534556370e736d3

Observation 649e9d8a-9e41-49bd-9e3f-39d2ca5991a4 · outbound

This paper cites Deepseek-vl2: Mixture-of-experts vision-language models for advanced multimodal understanding, 2024.

Multilingual Multimodal Software Developer for Code Generation Deepseek-vl2: Mixture-of-experts vision-language models for advanced multimodal understanding, 2024

Reference 82

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:19:58.343719Z digest=sha256:58179161945d7ef2c6a9a00027aa49f052befefc6c5993147a1d405b041695e9

Observation 6b19a5cd-06d0-4230-b831-f8dc0a7641ca · outbound

This paper cites OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments.

Multilingual Multimodal Software Developer for Code Generation OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments

Reference 83

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no resolver link, observed 2026-08-06T18:19:58.348232Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:19:58.348232Z digest=sha256:478a1ad0af0ec00cc795da71652942a482cad708798351e2015cf8072e856e7e

Observation c261a096-8393-4c26-909d-ebaa8527a1b3 · outbound

This paper cites Qwen2 Technical Report.

Multilingual Multimodal Software Developer for Code Generation Qwen2 Technical Report

Reference 84

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no resolver link, observed 2026-08-06T18:19:58.352076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.352076Z digest=sha256:a26f64fe88599b6a71a3f05ec68b70972edfe8387d4a7f79ec02d03880aad0e5

Observation 9ae7f4e5-42dd-471d-b023-015998974436 · outbound

This paper cites SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?.

Multilingual Multimodal Software Developer for Code Generation SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?

Reference 85

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:19:58.357081Z digest=sha256:37ce84ea3cc06393a9072e090c91bfc62f31894a053b9a44f120722b3a6c8413

Observation cb1620c4-8ec1-46b1-b303-d7a45d076fb0 · outbound

This paper cites MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data Visualization.

Multilingual Multimodal Software Developer for Code Generation MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data Visualization

Reference 86

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no resolver link, observed 2026-08-06T18:19:58.361239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.361239Z digest=sha256:b52a8045a514980ea4efe2b7d9e88d39950af40ca0dc4a47b8522213c2c78515

Observation 66b7dcbc-4426-4ee2-b9a4-b6e34410d8f9 · outbound

This paper cites MiniCPM-V: A GPT-4V Level MLLM on Your Phone.

Multilingual Multimodal Software Developer for Code Generation MiniCPM-V: A GPT-4V Level MLLM on Your Phone

Reference 87

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no resolver link, observed 2026-08-06T18:19:58.366004Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:19:58.366004Z digest=sha256:89d6cb52bbabbabb483e47f304518a68a8cea89bb76fecf9092ca806a4d892d8

Observation 80755584-1063-45ef-ac71-7dcdcfd18a31 · outbound

This paper cites mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality.

Multilingual Multimodal Software Developer for Code Generation mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality

Reference 88

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no resolver link, observed 2026-08-06T18:19:58.371555Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:19:58.371555Z digest=sha256:afdee64ad480633fceba70c7aac33eee323cd0d2afa628c8b223b7a0d48561a3

Observation 4da9026a-adbd-4194-84f6-090c3a9106fc · outbound

This paper cites Web2Code: A Large-scale Webpage-to-Code Dataset and Evaluation Framework for Multimodal LLMs.

Multilingual Multimodal Software Developer for Code Generation Web2Code: A Large-scale Webpage-to-Code Dataset and Evaluation Framework for Multimodal LLMs

Reference 89

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no resolver link, observed 2026-08-06T18:19:58.376728Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:19:58.376728Z digest=sha256:16619d2d02f6f8261944a3f840d05db3718a8e2d485b09ee15a8a4c3716ac347

Observation a29e0267-9a48-4c26-9cce-465bded6ffc4 · outbound

This paper cites HumanEval-V: Benchmarking High-Level Visual Reasoning with Complex Diagrams in Coding Tasks.

Multilingual Multimodal Software Developer for Code Generation HumanEval-V: Benchmarking High-Level Visual Reasoning with Complex Diagrams in Coding Tasks

Reference 90

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no resolver link, observed 2026-08-06T18:19:58.380932Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:19:58.380932Z digest=sha256:97e20f9a48a8144866d9c57ae106c25feb8a59b3414a2f44b4faab8dba437b9f

Observation fea00593-49bc-4f62-a189-821ec2be6b8c · outbound

This paper cites CodeV: Issue Resolving with Visual Data.

Multilingual Multimodal Software Developer for Code Generation CodeV: Issue Resolving with Visual Data

Reference 91

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no resolver link, observed 2026-08-06T18:19:58.387548Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:19:58.387548Z digest=sha256:7b1f2b36edbb37941ab321942cd642e65e55df5d48110093fbe774a85c250092

Observation 17b9c83e-9607-45db-ab65-c0a50cb568d7 · outbound

This paper cites InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output.

Multilingual Multimodal Software Developer for Code Generation InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output

Reference 92

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no resolver link, observed 2026-08-06T18:19:58.394347Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:19:58.394347Z digest=sha256:f55085611bbe9ef1b9b8c8f45ab6d9019d96257b3d626428d4163a58db27a9fb

Observation fdb64d26-54e7-444a-af81-7fa203296762 · outbound

This paper cites A Critical Review of Large Language Model on Software Engineering: An Example from ChatGPT and Automated Program Repair.

Multilingual Multimodal Software Developer for Code Generation A Critical Review of Large Language Model on Software Engineering: An Example from ChatGPT and Automated Program Repair

Reference 93

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no resolver link, observed 2026-08-06T18:19:58.398105Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:19:58.398105Z digest=sha256:360ef03a2ed27b38363336769330751e0737f9ad789efa9af3d450f36c8eadb3

Observation 7abe790c-2990-4cb5-8685-08c7b2b55b60 · outbound

This paper cites MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine.

Multilingual Multimodal Software Developer for Code Generation MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Reference 94

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no resolver link, observed 2026-08-06T18:19:58.402131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.402131Z digest=sha256:38c6eb7485a13b2314a35117250992c03bcf90c2f14aa97d196b5850f4951794

Observation e7085951-f3d5-4b34-8d37-fccf5c3c1abc · outbound

This paper cites Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model.

Multilingual Multimodal Software Developer for Code Generation Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model

Reference 95

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verified exact
local_arxiv, observed 2026-08-06T18:19:58.718206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T18:19:58.406300Z digest=sha256:a54ae4275e3a6722c0cfccf4b77d8d0f03f01c59ef2e4cc54761c789c850d600

Observation f9d84cb3-cfff-4fe1-80df-a93ef8095850 · outbound

This paper cites PyBench: Evaluating LLM Agent on various real-world coding tasks.

Multilingual Multimodal Software Developer for Code Generation PyBench: Evaluating LLM Agent on various real-world coding tasks

Reference 96

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no resolver link, observed 2026-08-06T18:19:58.410432Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:19:58.410432Z digest=sha256:2393dce2b8aa65e83c652079e39b3b80311e21d94c411af35db50fc0c244da95

Observation 365c8c62-629b-4af1-80b8-86bfbfbaf7f7 · outbound

This paper cites ChartCoder: Advancing Multimodal Large Language Model for Chart-to-Code Generation.

Multilingual Multimodal Software Developer for Code Generation ChartCoder: Advancing Multimodal Large Language Model for Chart-to-Code Generation

Reference 97

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no resolver link, observed 2026-08-06T18:19:58.414347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.414347Z digest=sha256:f84f90cdb87be20028834984a5f5e42d8aa743f2381dd69fc402c94d7ebb16b3

Observation 5173f544-2ac3-44fa-9e15-a7a266c88689 · outbound

This paper cites CodeGeeX: A Pre-Trained Model for Code Generation with Multilingual Benchmarking on HumanEval-X.

Multilingual Multimodal Software Developer for Code Generation CodeGeeX: A Pre-Trained Model for Code Generation with Multilingual Benchmarking on HumanEval-X

Reference 98

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no resolver link, observed 2026-08-06T18:19:58.418661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.418661Z digest=sha256:1fc7be6143b0b3331e4c76cdb68be919ee4067753ddfbf8a4a54459e32271af4

Observation 546fc42b-603b-4281-a0b9-e5818a6dd781 · outbound

This paper cites OpenCodeInterpreter: Integrating Code Generation with Execution and Refinement.

Multilingual Multimodal Software Developer for Code Generation OpenCodeInterpreter: Integrating Code Generation with Execution and Refinement

Reference 99

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no resolver link, observed 2026-08-06T18:19:58.422331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.422331Z digest=sha256:cde1974a9bba012bfc40fb53e400915f6a303756051244d58ddf42eb30441a92

Observation fd1b7f94-49de-44e5-b11e-007b7f27a4e2 · outbound

This paper cites Llamafactory: Unified efficient fine-tuning of 100+ language models.

Multilingual Multimodal Software Developer for Code Generation Llamafactory: Unified efficient fine-tuning of 100+ language models

Reference 100

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no resolver link, observed 2026-08-06T18:19:58.426214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.426214Z digest=sha256:e087f4397d854a366f35339b8ce7832301e49e136c62484af94cd7e3f0ab5c9f

Pith citing papers

Observation 86e4781d-b215-43ec-beda-5b0c2d941ba5 · inbound

Beyond NL2Code: A Structured Survey of Multimodal Code Intelligence cites this paper.

Beyond NL2Code: A Structured Survey of Multimodal Code Intelligence Multilingual Multimodal Software Developer for Code Generation

Reference 7

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verified exact
arxiv_id, observed 2026-07-03T17:38:44.151837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-27T03:57:19.028507Z digest=sha256:045a728343675432e1d11bbe7cec9350a25eba068ac82524bec274130cb15a2c