ViUniT: Visual Unit Tests for More Robust Visual Programming | Paper Citation Record

Observation b67514a6-84e6-4bd4-a358-b02198b93310 · outbound

This paper cites GPT-4 Technical Report.

ViUniT: Visual Unit Tests for More Robust Visual Programming GPT-4 Technical Report

Reference 1

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Observation 9033fcb7-82da-4230-ac2b-63c421cb8aa0 · outbound

This paper cites A3test: Assertion-augmented automated test case gen- eration.

ViUniT: Visual Unit Tests for More Robust Visual Programming A3test: Assertion-augmented automated test case gen- eration

Reference 2

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Observation 64cc943f-e5aa-480f-99da-505ee991d9a1 · outbound

This paper cites PaLM 2 Technical Report.

ViUniT: Visual Unit Tests for More Robust Visual Programming PaLM 2 Technical Report

Reference 3

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Observation 50fae5f6-720d-4084-8a1d-fc7acefd9785 · outbound

This paper cites Language models are few-shot learners.

ViUniT: Visual Unit Tests for More Robust Visual Programming Language models are few-shot learners

Reference 4

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Observation ba8d4428-246e-461c-b892-78a865a1e32c · outbound

This paper cites Codet: Code gen- eration with generated tests.

ViUniT: Visual Unit Tests for More Robust Visual Programming Codet: Code gen- eration with generated tests

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.667932Z

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Observation 89e5d26e-637d-4dd6-9c4a-e430b8cfc56b · outbound

This paper cites InstructBLIP: Towards general-purpose vision-language models with instruction tuning.

ViUniT: Visual Unit Tests for More Robust Visual Programming InstructBLIP: Towards general-purpose vision-language models with instruction tuning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.672059Z

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Observation 5ed68d7f-f607-41d1-a5fd-bf4909e66112 · outbound

This paper cites StepCoder: Improving code generation with reinforcement learning from compiler feedback.

ViUniT: Visual Unit Tests for More Robust Visual Programming StepCoder: Improving code generation with reinforcement learning from compiler feedback

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.676509Z

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Observation d6c3b38e-ce76-4f12-bcb7-9b3e5ed4e50d · outbound

This paper cites The Llama 3 Herd of Models.

ViUniT: Visual Unit Tests for More Robust Visual Programming The Llama 3 Herd of Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.680747Z

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Observation 6a162095-7220-43d1-9779-15ad1f916a94 · outbound

This paper cites Clova: A closed-loop visual assistant with tool usage and update.

ViUniT: Visual Unit Tests for More Robust Visual Programming Clova: A closed-loop visual assistant with tool usage and update

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.685420Z

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Observation 237a37cc-0b3c-44d3-8efd-ef27c8f0d00d · outbound

This paper cites Recursive visual programming.

ViUniT: Visual Unit Tests for More Robust Visual Programming Recursive visual programming

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.690009Z

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Observation fca3b920-e408-4f72-9b8a-490d859593f7 · outbound

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

ViUniT: Visual Unit Tests for More Robust Visual Programming Making the v in vqa matter: Elevating the role of image understanding in visual question answering

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.694535Z

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Observation 2c195186-98de-4214-9615-9e2eaa0877b5 · outbound

This paper cites An initial investigation of chatgpt unit test generation capability.

ViUniT: Visual Unit Tests for More Robust Visual Programming An initial investigation of chatgpt unit test generation capability

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.698892Z

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Observation a17680d3-b6a7-487f-8459-b5b016c40b17 · outbound

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

ViUniT: Visual Unit Tests for More Robust Visual Programming DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.703823Z

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Observation 77c9cdd9-fd70-46ca-9939-f8cde37ede23 · outbound

This paper cites Visual program- ming: Compositional visual reasoning without training.

ViUniT: Visual Unit Tests for More Robust Visual Programming Visual program- ming: Compositional visual reasoning without training

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.708705Z

Source-reported events for the cited work

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Observation 798b31da-b834-4283-8d15-6bd12336e268 · outbound

This paper cites Image translation as diffusion visual programmers.

ViUniT: Visual Unit Tests for More Robust Visual Programming Image translation as diffusion visual programmers

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.713157Z

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Observation 763eba7a-7d86-493e-b38b-2f3c54e8bd05 · outbound

This paper cites Cogagent: A visual language model for gui agents.

ViUniT: Visual Unit Tests for More Robust Visual Programming Cogagent: A visual language model for gui agents

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.717849Z

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Observation 8448615f-ced8-4531-8bcb-9f3fe9ababa6 · outbound

This paper cites Sugarcrepe: Fixing hackable benchmarks for vision-language compositionality.

ViUniT: Visual Unit Tests for More Robust Visual Programming Sugarcrepe: Fixing hackable benchmarks for vision-language compositionality

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.722760Z

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Observation 0ae9f9c8-5e03-4f1e-9c4d-ec5033d508e9 · outbound

This paper cites LoRA: Low-rank adaptation of large language models.

ViUniT: Visual Unit Tests for More Robust Visual Programming LoRA: Low-rank adaptation of large language models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.732169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c9637e4-43e1-497c-8427-4b7d2f2608a4 · outbound

This paper cites Visual program distillation: Distilling tools and programmatic reasoning into vision-language models.

ViUniT: Visual Unit Tests for More Robust Visual Programming Visual program distillation: Distilling tools and programmatic reasoning into vision-language models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.737178Z

Source-reported events for the cited work

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Observation 6080f80d-6002-426f-abaa-d0ddf05edc32 · outbound

This paper cites Gqa: A new dataset for real-world visual reasoning and compositional question answering.

ViUniT: Visual Unit Tests for More Robust Visual Programming Gqa: A new dataset for real-world visual reasoning and compositional question answering

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.741162Z

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Observation 4488f8f7-d3b4-4098-89fa-e6afcd0e53e7 · outbound

This paper cites Mistral 7B.

ViUniT: Visual Unit Tests for More Robust Visual Programming Mistral 7B

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.745000Z

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Observation 759be363-7222-46e2-b15e-7d747a14e642 · outbound

This paper cites Goodhart’s law in reinforcement learning.

ViUniT: Visual Unit Tests for More Robust Visual Programming Goodhart’s law in reinforcement learning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.749192Z

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Observation 3f7532f1-8829-4de7-af8a-4d6e402c5508 · outbound

This paper cites Self-training large language models for improved visual program synthesis with visual reinforce- ment.

ViUniT: Visual Unit Tests for More Robust Visual Programming Self-training large language models for improved visual program synthesis with visual reinforce- ment

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.752899Z

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Observation 8ab6d0a5-91a0-43f8-b070-c3bd02b3e449 · outbound

This paper cites Unit Testing Principles, Practices, and Patterns.

ViUniT: Visual Unit Tests for More Robust Visual Programming Unit Testing Principles, Practices, and Patterns

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.760896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d369a63c-c94b-4ec7-b743-296a9604d05e · outbound

This paper cites PropTest: Automatic property testing for improved visual programming.

ViUniT: Visual Unit Tests for More Robust Visual Programming PropTest: Automatic property testing for improved visual programming

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.764989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44a776ec-4220-459b-8fd5-11679a98382a · outbound

This paper cites Efficient memory management for large lan- guage model serving with pagedattention.

ViUniT: Visual Unit Tests for More Robust Visual Programming Efficient memory management for large lan- guage model serving with pagedattention

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.768802Z

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Observation ae3df493-5c63-4c18-bc3a-1cb1d59b510c · outbound

This paper cites CodeRL: Mastering code gen- eration through pretrained models and deep reinforcement learning.

ViUniT: Visual Unit Tests for More Robust Visual Programming CodeRL: Mastering code gen- eration through pretrained models and deep reinforcement learning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.772496Z

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Observation c878b23e-bf2c-41ec-a4c8-921b08e0be36 · outbound

This paper cites Blip- 2: Bootstrapping language-image pre-training with frozen image encoders and large language models.

ViUniT: Visual Unit Tests for More Robust Visual Programming Blip- 2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.777014Z

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Observation d04280f1-a74c-443a-956f-1f3ab46c3b9c · outbound

This paper cites Synthesize step-by-step: Tools templates and llms as data generators for reasoning-based chart vqa.

ViUniT: Visual Unit Tests for More Robust Visual Programming Synthesize step-by-step: Tools templates and llms as data generators for reasoning-based chart vqa

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.781667Z

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Observation 0f178b49-5c57-4309-a301-8ef01584f5c3 · outbound

This paper cites LLM- grounded diffusion: Enhancing prompt understanding of text- to-image diffusion models with large language models.Trans- actions on Machine Learning Research, 2024.

ViUniT: Visual Unit Tests for More Robust Visual Programming LLM- grounded diffusion: Enhancing prompt understanding of text- to-image diffusion models with large language models.Trans- actions on Machine Learning Research, 2024

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.785314Z

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Observation 5dc0ac28-5140-426e-b038-678680c8fe80 · outbound

This paper cites Visual instruction tuning.

ViUniT: Visual Unit Tests for More Robust Visual Programming Visual instruction tuning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.788701Z

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Observation 3200579d-6db2-4c54-9252-38fb2072a4d0 · outbound

This paper cites Grounding dino: Marrying dino with grounded pre-training for open-set object detection.

ViUniT: Visual Unit Tests for More Robust Visual Programming Grounding dino: Marrying dino with grounded pre-training for open-set object detection

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.792303Z

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Observation 248e5603-7fbd-48e1-a919-d414f6f94bc1 · outbound

This paper cites The flan collection: Designing data and methods for effective instruction tuning.

ViUniT: Visual Unit Tests for More Robust Visual Programming The flan collection: Designing data and methods for effective instruction tuning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.795898Z

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Observation 70a717fe-d79a-475f-bedc-78bbd9e7e963 · outbound

This paper cites Chameleon: Plug-and-play compositional reasoning with large language models.

ViUniT: Visual Unit Tests for More Robust Visual Programming Chameleon: Plug-and-play compositional reasoning with large language models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.799586Z

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Observation e289fa98-417d-42a6-82e9-d2fd86fdeb7a · outbound

This paper cites Ok-vqa: A visual question answering benchmark requiring external knowledge.

ViUniT: Visual Unit Tests for More Robust Visual Programming Ok-vqa: A visual question answering benchmark requiring external knowledge

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.803024Z

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Observation 41652bec-9991-44f1-b487-67d6a5a9944f · outbound

This paper cites XGen-7B Technical Report.

ViUniT: Visual Unit Tests for More Robust Visual Programming XGen-7B Technical Report

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.806668Z

Source-reported events for the cited work

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Observation 5f4cdd84-861b-41c7-a2b8-20f5484d3121 · outbound

This paper cites X-instructblip: A framework for aligning x-modal instruction-aware representations to llms and emergent cross-modal reasoning.

ViUniT: Visual Unit Tests for More Robust Visual Programming X-instructblip: A framework for aligning x-modal instruction-aware representations to llms and emergent cross-modal reasoning

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.810457Z

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Unavailable: canonical work link unavailable.

Observation 0d35fd8d-9eea-4933-b826-85724e08197f · outbound

This paper cites SDXL: Improving latent diffusion models for high-resolution image synthesis.

ViUniT: Visual Unit Tests for More Robust Visual Programming SDXL: Improving latent diffusion models for high-resolution image synthesis

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.814026Z

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Observation a3644573-fd34-4c7c-8059-f14ae03e44c5 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

ViUniT: Visual Unit Tests for More Robust Visual Programming Learning transferable visual models from natural language supervi- sion

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.818673Z

Source-reported events for the cited work

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Observation de7cf473-9e1a-45d6-a8a6-ae6b69774fa0 · outbound

This paper cites High-resolution image synthesis with latent diffusion models.

ViUniT: Visual Unit Tests for More Robust Visual Programming High-resolution image synthesis with latent diffusion models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.822387Z

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Observation 33bac3dd-64de-4513-8bf8-092736048907 · outbound

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

ViUniT: Visual Unit Tests for More Robust Visual Programming Code Llama: Open Foundation Models for Code

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.825961Z

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Observation b9adc836-f4b5-4af8-9b6a-232be5184194 · outbound

This paper cites Toolformer: Lan- guage models can teach themselves to use tools.

ViUniT: Visual Unit Tests for More Robust Visual Programming Toolformer: Lan- guage models can teach themselves to use tools

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.830254Z

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Observation 7d3a819e-56dd-4ff6-9c83-777088fbbf21 · outbound

This paper cites Squinting at vqa models: Introspecting vqa models with sub-questions.

ViUniT: Visual Unit Tests for More Robust Visual Programming Squinting at vqa models: Introspecting vqa models with sub-questions

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.284081Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4ce2cddf-733d-441c-86e4-df272013cb6e · outbound

This paper cites PanGu-Coder2: Boosting Large Language Models for Code with Ranking Feedback.

ViUniT: Visual Unit Tests for More Robust Visual Programming PanGu-Coder2: Boosting Large Language Models for Code with Ranking Feedback

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.837656Z

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Observation 5a3a9a2e-5597-434a-875a-c59ead5e8be5 · outbound

This paper cites Execution-based code generation using deep reinforcement learning.

ViUniT: Visual Unit Tests for More Robust Visual Programming Execution-based code generation using deep reinforcement learning

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.271943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2250b03c-fb5b-478a-be37-b6d70ab37711 · outbound

This paper cites Using Large Language Models to Generate JUnit Tests: An Empirical Study.

ViUniT: Visual Unit Tests for More Robust Visual Programming Using Large Language Models to Generate JUnit Tests: An Empirical Study

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.845973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9111c1b4-9407-4c7f-891e-ea2fc8e5db07 · outbound

This paper cites 10 Towards vqa models that can read.

ViUniT: Visual Unit Tests for More Robust Visual Programming 10 Towards vqa models that can read

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.256965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 22fecc82-021b-4c53-af13-3ce4f89a435f · outbound

This paper cites Towards truly zero-shot compositional visual reasoning with llms as programmers.

ViUniT: Visual Unit Tests for More Robust Visual Programming Towards truly zero-shot compositional visual reasoning with llms as programmers

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.243589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6601d068-c2e3-4ab1-93ba-4c5c60724738 · outbound

This paper cites Vipergpt: Vi- sual inference via python execution for reasoning.

ViUniT: Visual Unit Tests for More Robust Visual Programming Vipergpt: Vi- sual inference via python execution for reasoning

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.228872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 809e34c6-d646-4a51-96ac-62fe42e93490 · outbound

This paper cites PyTester: Deep Reinforcement Learning for Text-to-Testcase Generation.

ViUniT: Visual Unit Tests for More Robust Visual Programming PyTester: Deep Reinforcement Learning for Text-to-Testcase Generation

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.860729Z

Source-reported events for the cited work

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Observation eb43756b-f212-4dc1-a900-f2de98a50299 · outbound

This paper cites CodeGemma: Open Code Models Based on Gemma.

ViUniT: Visual Unit Tests for More Robust Visual Programming CodeGemma: Open Code Models Based on Gemma

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.864282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b05fac1e-1f71-482c-a0a1-2a6f43cfb6c1 · outbound

This paper cites Winoground: Probing vision and language models for visio- linguistic compositionality.

ViUniT: Visual Unit Tests for More Robust Visual Programming Winoground: Probing vision and language models for visio- linguistic compositionality

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.210243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f4b2655b-57bc-4643-b750-3b4fa268ea24 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

ViUniT: Visual Unit Tests for More Robust Visual Programming LLaMA: Open and Efficient Foundation Language Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.873249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c0a3540-7d12-486c-829c-552c001822cc · outbound

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

ViUniT: Visual Unit Tests for More Robust Visual Programming Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-11T17:34:37.877705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc0b3d07-aeeb-4937-b751-eefe8199d603 · outbound

This paper cites Adacoder: Adaptive prompt compression for programmatic visual question answering.

ViUniT: Visual Unit Tests for More Robust Visual Programming Adacoder: Adaptive prompt compression for programmatic visual question answering

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.194099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8ad33b39-cf4c-49d9-a3ac-6197838ee9e5 · outbound

This paper cites Minilm: Deep self-attention distillation for task-agnostic compression of pre-trained transformers.

ViUniT: Visual Unit Tests for More Robust Visual Programming Minilm: Deep self-attention distillation for task-agnostic compression of pre-trained transformers

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.178898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f5c1300a-00ad-405a-9d16-0e694d820559 · outbound

This paper cites Editable scene simulation for autonomous driving via collaborative llm- agents.

ViUniT: Visual Unit Tests for More Robust Visual Programming Editable scene simulation for autonomous driving via collaborative llm- agents

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.165647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 61a676e9-0e2f-466e-9118-c408481370d1 · outbound

This paper cites An empirical study of gpt-3 for few-shot knowledge-based vqa.

ViUniT: Visual Unit Tests for More Robust Visual Programming An empirical study of gpt-3 for few-shot knowledge-based vqa

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.152676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 86deba0c-feeb-417c-9387-25648f9faa7f · outbound

This paper cites MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action.

ViUniT: Visual Unit Tests for More Robust Visual Programming MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action

Reference 59

Resolution: malformed identifier; no resolver link, observed 2026-08-11T17:34:37.897032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a443b8b9-7427-4967-ab5a-2ea3321a0aaf · outbound

This paper cites A modern living room featuring sleek furniture and devoid of any pets.

ViUniT: Visual Unit Tests for More Robust Visual Programming A modern living room featuring sleek furniture and devoid of any pets

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.066004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d0dd4034-4a4f-4e0b-9c7b-3bd19026a8b1 · outbound

This paper cites A large blue semi-truck cruising down an interstate highway.

ViUniT: Visual Unit Tests for More Robust Visual Programming A large blue semi-truck cruising down an interstate highway

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.017814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b655f433-9d6c-43ac-a9aa-b0c43d55512f · outbound

This paper cites Several bright yellow school buses parked in a row at a local school.

ViUniT: Visual Unit Tests for More Robust Visual Programming Several bright yellow school buses parked in a row at a local school

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.949794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 637c28fc-b4f9-4430-b393-89e698ec1f42 · outbound

This paper cites A scene with a green public bus next to a smaller blue pickup at an intersection.

ViUniT: Visual Unit Tests for More Robust Visual Programming A scene with a green public bus next to a smaller blue pickup at an intersection

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.893490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 72e6f539-439e-42b7-98c8-7fe49dc1a562 · outbound

This paper cites A ceramic vase centrally placed on a round table surrounded by chairs.

ViUniT: Visual Unit Tests for More Robust Visual Programming A ceramic vase centrally placed on a round table surrounded by chairs

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.855213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9bc32e85-ca2c-4594-a428-b86b89718975 · outbound

This paper cites A figure standing on the peak of a grassy hill under a blue sky.

ViUniT: Visual Unit Tests for More Robust Visual Programming A figure standing on the peak of a grassy hill under a blue sky

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.776937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9ab4dcba-d0c3-46e4-9f79-a9c7c65ee386 · outbound

This paper cites A solitary tree stands atop a gentle hill, with a flowing river winding below it.

ViUniT: Visual Unit Tests for More Robust Visual Programming A solitary tree stands atop a gentle hill, with a flowing river winding below it

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.765298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c0636eeb-f18d-48b9-9306-4e583afddb25 · outbound

This paper cites A tree on a grassy hill under a clear sky.

ViUniT: Visual Unit Tests for More Robust Visual Programming A tree on a grassy hill under a clear sky

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.748908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c3ccabe2-3859-4872-af90-59bc3ca789d4 · outbound

This paper cites A river meandering through a dense forest of tall trees.

ViUniT: Visual Unit Tests for More Robust Visual Programming A river meandering through a dense forest of tall trees

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.737452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2345a2a1-435e-4344-b60a-fef23da16c61 · outbound

This paper cites A panoramic view of rolling hills in the desert, with a river at the bottom.

ViUniT: Visual Unit Tests for More Robust Visual Programming A panoramic view of rolling hills in the desert, with a river at the bottom

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.725762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 52e5ea6e-c8ae-495c-9ce7-be50adee5a99 · outbound

This paper cites A vast plain with a river running through fields of wildflowers.

ViUniT: Visual Unit Tests for More Robust Visual Programming A vast plain with a river running through fields of wildflowers

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.712434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ad685482-4f90-4271-a883-7f6e2ea89059 · outbound

This paper cites A hill with multiple trees and a river flowing nearby.

ViUniT: Visual Unit Tests for More Robust Visual Programming A hill with multiple trees and a river flowing nearby

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.699922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e7aecf4c-aba8-4f9c-adb3-60ef1a396da4 · outbound

This paper cites An airplane soars through the sky, with a flock of birds flying beneath it.

ViUniT: Visual Unit Tests for More Robust Visual Programming An airplane soars through the sky, with a flock of birds flying beneath it

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.688927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 88a2e8cd-829d-446e-934d-5d7bce517fab · outbound

This paper cites Birds flying over a tranquil lake under a clear sky.

ViUniT: Visual Unit Tests for More Robust Visual Programming Birds flying over a tranquil lake under a clear sky

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.678431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1848724d-9546-4340-8e29-51772204b148 · outbound

This paper cites An airplane performing aerobatic maneuvers, with birds flying above it.

ViUniT: Visual Unit Tests for More Robust Visual Programming An airplane performing aerobatic maneuvers, with birds flying above it

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.667583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 857ab753-4ffc-4a51-8ee2-ed35b37ff12a · outbound

This paper cites An airplane floating in the sea with birds flying above it.

ViUniT: Visual Unit Tests for More Robust Visual Programming An airplane floating in the sea with birds flying above it

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.657307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 60ea5a19-74e6-4a25-ad14-c5c5ac5d2e25 · outbound

This paper cites An airplane in a clear sky.

ViUniT: Visual Unit Tests for More Robust Visual Programming An airplane in a clear sky

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.645405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5245357d-d62b-4237-bcac-2b7481f6ead9 · outbound

This paper cites A girl holding an umbrella walks through a rainy street.

ViUniT: Visual Unit Tests for More Robust Visual Programming A girl holding an umbrella walks through a rainy street

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.633223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6e854f2a-04e1-45ec-ae1b-60b401f45d97 · outbound

This paper cites A girl holds an umbrella under a bright sun in the park.

ViUniT: Visual Unit Tests for More Robust Visual Programming A girl holds an umbrella under a bright sun in the park

Reference 99

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.620633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation db4fb55e-1b1c-4df7-b28f-e3d6065caec2 · outbound

This paper cites A girl stands in the rain wearing a colorful raincoat and holding flowers.

ViUniT: Visual Unit Tests for More Robust Visual Programming A girl stands in the rain wearing a colorful raincoat and holding flowers

Reference 100

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.608669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c0f37bdf-c6f0-4767-9967-446800e94e56 · outbound

This paper cites A girl walks her dog while holding an umbrella on a rainy day.

ViUniT: Visual Unit Tests for More Robust Visual Programming A girl walks her dog while holding an umbrella on a rainy day

Reference 101

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.595646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5b84f02e-776f-4b7e-b1c7-78408c264398 · outbound

This paper cites A person sitting at a desk, writing in a notebook with a lamp beside them.

ViUniT: Visual Unit Tests for More Robust Visual Programming A person sitting at a desk, writing in a notebook with a lamp beside them

Reference 102

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.585017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8b509a94-741d-4819-879b-d7555931e590 · outbound

This paper cites Someone sitting at a desk cluttered with papers and a computer monitor.

ViUniT: Visual Unit Tests for More Robust Visual Programming Someone sitting at a desk cluttered with papers and a computer monitor

Reference 104

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.574131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3530fc5a-e6c7-4f70-ac09-967330ed174e · outbound

This paper cites A person with a big computer screen in the background.

ViUniT: Visual Unit Tests for More Robust Visual Programming A person with a big computer screen in the background

Reference 105

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.563175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ddf5316e-557f-41a4-9bc3-6bbf26d327c2 · outbound

This paper cites A man cycling alone on a mountain trail surrounded by trees.

ViUniT: Visual Unit Tests for More Robust Visual Programming A man cycling alone on a mountain trail surrounded by trees

Reference 106

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.552614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f11eef90-ad6d-46e3-a7e8-b901c372a68a · outbound

This paper cites A man rides a bicycle along the beach, his dog running beside him.

ViUniT: Visual Unit Tests for More Robust Visual Programming A man rides a bicycle along the beach, his dog running beside him

Reference 107

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.542228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 487f8f41-3252-487d-93f6-0fcc83a85d76 · outbound

This paper cites A bicycle and a dog.

ViUniT: Visual Unit Tests for More Robust Visual Programming A bicycle and a dog

Reference 108

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.530760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ca542d4c-91e7-4b3b-a50a-edc8150feedd · outbound

This paper cites A dog next to a car.

ViUniT: Visual Unit Tests for More Robust Visual Programming A dog next to a car

Reference 109

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.517664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 97b3fa45-4b6d-4c6f-be29-b1f7b736ec04 · outbound

This paper cites A man walking his dog.

ViUniT: Visual Unit Tests for More Robust Visual Programming A man walking his dog

Reference 110

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.504458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fe8e3af1-3ef5-4d03-a7cb-68570ac84cde · outbound

This paper cites A man rides a bicycle down a sunny street with a dog running beside him.

ViUniT: Visual Unit Tests for More Robust Visual Programming A man rides a bicycle down a sunny street with a dog running beside him

Reference 111

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.490308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6cf02395-daee-470f-979a-a0c83159331a · outbound

This paper cites A grey tabby cat peacefully napping on a plush sofa.

ViUniT: Visual Unit Tests for More Robust Visual Programming A grey tabby cat peacefully napping on a plush sofa

Reference 112

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.135335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 885840ac-9e69-4d37-aa42-7ff85dbecb2b · outbound

This paper cites A lively golden retriever bounding across a grassy field in the park.

ViUniT: Visual Unit Tests for More Robust Visual Programming A lively golden retriever bounding across a grassy field in the park

Reference 113

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.120603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5d58d3e8-b70d-466a-9557-008b359e495b · outbound

This paper cites Twin Siamese cats playfully swatting at a bright yellow ball.

ViUniT: Visual Unit Tests for More Robust Visual Programming Twin Siamese cats playfully swatting at a bright yellow ball

Reference 114

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.107970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f83a8394-b438-45f8-8b3c-db3bacc7819b · outbound

This paper cites A cluster of wild horses trotting along the sandy shores of a sunlit beach.

ViUniT: Visual Unit Tests for More Robust Visual Programming A cluster of wild horses trotting along the sandy shores of a sunlit beach

Reference 115

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.095228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e3d13a53-eac5-4330-8453-5f2b00b07128 · outbound

This paper cites An orange cat and a black Labrador playfully tugging on a rope toy.

ViUniT: Visual Unit Tests for More Robust Visual Programming An orange cat and a black Labrador playfully tugging on a rope toy

Reference 116

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.080854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cba97678-a444-49d5-a316-ab876cf9fe5e · outbound

This paper cites A modern living room featuring sleek furniture and devoid of any pets.

ViUniT: Visual Unit Tests for More Robust Visual Programming A modern living room featuring sleek furniture and devoid of any pets

Reference 117

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.476918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 68a43ae8-0ae2-4ad3-a9de-57c0110e7eb7 · outbound

This paper cites A vibrant red Ford pickup parked beside a country road.

ViUniT: Visual Unit Tests for More Robust Visual Programming A vibrant red Ford pickup parked beside a country road

Reference 118

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.051802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3dccec6c-591f-45db-b078-032be5620c71 · outbound

This paper cites A red double-decker bus navigating through a busy downtown street.

ViUniT: Visual Unit Tests for More Robust Visual Programming A red double-decker bus navigating through a busy downtown street

Reference 119

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.031341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4dd93dfa-0a9d-4a5e-aaa0-99a6b232bb14 · outbound

This paper cites A large blue semi-truck cruising down an interstate highway.

ViUniT: Visual Unit Tests for More Robust Visual Programming A large blue semi-truck cruising down an interstate highway

Reference 120

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.463240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation caa882d6-2293-4153-a049-92ef25e4d299 · outbound

This paper cites A quiet suburban street devoid of any large vehicles like buses or trucks.

ViUniT: Visual Unit Tests for More Robust Visual Programming A quiet suburban street devoid of any large vehicles like buses or trucks

Reference 121

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:39.004923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 31e82273-2542-46e8-ad71-47684da26827 · outbound

This paper cites A shiny red Ferrari speeding on a professional race track.

ViUniT: Visual Unit Tests for More Robust Visual Programming A shiny red Ferrari speeding on a professional race track

Reference 122

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:34:38.990096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers