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Paper Citation Record · LEDGER

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought

As of 10 August 2026, this Paper Citation Record lists 98 of 98 outbound references and 0 inbound Pith citation observations for arXiv:2507.02984.

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

pith.paper-citation-record.v1
2507.02984 v2

Coverage vector

measured 98 of 98 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:19:42.977063Z

measured 98 of 98 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

98 of 98 outbound references displayed

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  • verified fuzzy22
  • unresolved75
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External citation measurements

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Outbound references

Observation f416be21-c02a-4b9b-af2c-fcf74533376d · outbound

This paper cites MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning

Reference 1

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Observation 6b577f96-c747-4113-88ce-7e575130aeed · outbound

This paper cites Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic

Reference 2

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Observation 13ec6268-f581-4eb7-a91e-dd40699eb75b · outbound

This paper cites Kosmos-2: Grounding Multimodal Large Language Models to the World.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Kosmos-2: Grounding Multimodal Large Language Models to the World

Reference 3

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Observation fe18d58a-759a-4aeb-a4ab-e676cca4ece0 · outbound

This paper cites CogVLM2: Visual Language Models for Image and Video Understanding.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought CogVLM2: Visual Language Models for Image and Video Understanding

Reference 4

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Observation 9f277b7f-a5e5-4af2-999b-fbd7e98ae66f · outbound

This paper cites In: International Conference on Machine Learning, pp.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought In: International Conference on Machine Learning, pp

Reference 5

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Observation 1f93425b-bfc9-47e1-a7d1-4d58c7ce2b8d · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp

Reference 6

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Observation 9a18fa4d-9cd2-47c2-b3ad-e2f59471e96d · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp

Reference 7

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Observation 927fd270-58f6-46c2-ade2-ded5b8f8ed54 · outbound

This paper cites SPHINX: The Joint Mixing of Weights, Tasks, and Visual Embeddings for Multi-modal Large Language Models.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought SPHINX: The Joint Mixing of Weights, Tasks, and Visual Embeddings for Multi-modal Large Language Models

Reference 8

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Observation 3d524dfb-0e36-4805-ba3e-b1bbf50ed920 · outbound

This paper cites How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites

Reference 9

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Observation 6c9756ba-a469-4149-b741-3c25008706bd · outbound

This paper cites DeepSeek-VL: Towards Real-World Vision-Language Understanding.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought DeepSeek-VL: Towards Real-World Vision-Language Understanding

Reference 10

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Observation e3ec2494-dc05-4060-ae76-a6cb5f1f5a56 · outbound

This paper cites Yi: Open Foundation Models by 01.AI.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Yi: Open Foundation Models by 01.AI

Reference 11

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Observation cc9022a1-7334-4aff-8f1d-9af90499af99 · outbound

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From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought https://llava-vl.github

Reference 12

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Observation 055f57a2-4f6f-4f21-b0e6-8ab138540039 · outbound

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From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought MiniCPM-V: A GPT-4V Level MLLM on Your Phone

Reference 13

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Observation 2422e848-f067-473f-bb2f-4a07fd237b05 · outbound

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From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 14

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Observation 4708ab48-5e6b-485b-9155-412f188f8d23 · outbound

This paper cites AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation

Reference 15

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Observation 7900ed98-6e53-4bac-8741-2e33725432fe · outbound

This paper cites NeurIPS (2023).

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought NeurIPS (2023)

Reference 16

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Observation b2ad41e5-2682-428e-b7ab-be0596cb1577 · outbound

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From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Reference 17

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Observation e4225a55-a0a2-487c-9e2e-1be11a7eea43 · outbound

This paper cites In: Proceedings of the IEEE International Conference on Computer Vision, pp.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought In: Proceedings of the IEEE International Conference on Computer Vision, pp

Reference 18

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Observation 26b4a820-0ff1-4e90-b6c6-3dfd42f199ec · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp

Reference 19

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Observation 04819b31-00e6-4373-a1cb-084c8649815d · outbound

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From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities

Reference 20

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Observation 89997c7a-e103-4a9d-ad83-bba8518244d1 · outbound

This paper cites In: International Conference on Learning Representations (ICLR) (2024).

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought In: International Conference on Learning Representations (ICLR) (2024)

Reference 21

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Observation 284e0a8b-399e-456d-b674-0fcf5fb39f21 · outbound

This paper cites ACL (2024).

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought ACL (2024)

Reference 22

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Observation f07419c3-9f53-422c-82e6-d0314e8f14f2 · outbound

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From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought NeurIPS (2022)

Reference 23

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Observation d64192ec-5a48-479b-98c3-4c1ae57b6b90 · outbound

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From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Multimodal Chain-of-Thought Reasoning in Language Models

Reference 24

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Observation 5dd3c81e-b9b3-49bf-8400-c58b711e5f56 · outbound

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From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought NeurIPS (2023)

Reference 25

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Observation 089aa579-19a6-41ed-875b-9525f7e724b3 · outbound

This paper cites In: Proceedings of the AAAI Conference on Artificial Intelligence, vol.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought In: Proceedings of the AAAI Conference on Artificial Intelligence, vol

Reference 26

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Observation 9fe9cbd2-4458-4d38-98ff-8964cf14f0fc · outbound

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From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought ACM MM (2024) 16

Reference 27

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Observation 207edfa8-d3a2-4a54-a274-d4ba0697749a · outbound

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From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought In: CVPR (2024)

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Observation 518bea90-bf82-478e-9b14-1bafb206c194 · outbound

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From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought The Role of Chain-of-Thought in Complex Vision-Language Reasoning Task

Reference 29

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From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Enhancing Large Vision Language Models with Self-Training on Image Comprehension

Reference 30

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Observation dcc6de35-d0ab-40e1-9116-b0127168f179 · outbound

This paper cites ISR-DPO: Aligning Large Multimodal Models for Videos by Iterative Self-Retrospective DPO.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought ISR-DPO: Aligning Large Multimodal Models for Videos by Iterative Self-Retrospective DPO

Reference 31

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Observation 898c1883-d398-4829-a80a-277d07070c79 · outbound

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From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement

Reference 32

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Observation f00da12f-f109-47a1-9460-1bdec9af2d54 · outbound

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From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Beyond Human Data: Aligning Multimodal Large Language Models by Iterative Self-Evolution

Reference 33

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Observation c9fb9dea-dadb-44bc-9070-4029abaf468e · outbound

This paper cites In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp

Reference 34

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Observation 56362f2f-5a59-4b3c-83fc-daa77b6a2a8b · outbound

This paper cites In: Computer Vision–ECCV 2016: 14th European Conference, Amsterdam, The Netherlands, October 11–14, 2016, Proceedings, Part IV 14, pp.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought In: Computer Vision–ECCV 2016: 14th European Conference, Amsterdam, The Netherlands, October 11–14, 2016, Proceedings, Part IV 14, pp

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source=pdf_text observed=2026-08-06T21:19:36.528716Z digest=sha256:759155529eb682d672d547bdf832fd54d7e9350ce82f579a4fc44211146391d2

Observation 18401eb3-51b1-4d45-bc32-17a14552b1ca · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 36

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source=pdf_text observed=2026-08-06T21:19:36.608901Z digest=sha256:c6fa0e6c12de68e4a64a9a43e6c8f68377b49ffc62c01f04058c769f84d8945a

Observation e0aec378-e836-4353-a392-163c639c9984 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Measuring Mathematical Problem Solving With the MATH Dataset

Reference 37

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source=pdf_text observed=2026-08-06T21:19:36.653815Z digest=sha256:79bca47e0cb853d5c49bcb97f18d21fb03605c8df723277bdbf16b1340e8db53

Observation b1d80a42-65fc-418e-a042-88622768a4dd · outbound

This paper cites In: European Conference on Computer Vision, pp.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought In: European Conference on Computer Vision, pp

Reference 38

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source=pdf_text observed=2026-08-06T21:19:36.720980Z digest=sha256:6549e75831d1648bc85294cc3a94fb6b77dc62375155011220845cd2de0a17e4

Observation 90347a6c-eb5a-4ac5-9b91-3134c0d0cba6 · outbound

This paper cites CoCoT: Contrastive Chain-of-Thought Prompting for Large Multimodal Models with Multiple Image Inputs.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought CoCoT: Contrastive Chain-of-Thought Prompting for Large Multimodal Models with Multiple Image Inputs

Reference 39

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source=pdf_text observed=2026-08-06T21:19:36.765868Z digest=sha256:183f64b7ddb8accdca28c4ed753dd170984b816a1fc5ec6c795f5a53411c9971

Observation ce0619b4-d8bf-4350-9aa7-441eacbc1a92 · outbound

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

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought Reasoning

Reference 40

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source=pdf_text observed=2026-08-06T21:19:36.818352Z digest=sha256:9f7ba79051824fa0c04ccb1c86aaba9482d7839325eb61aa4bc7c348d8defb0e

Observation 488629da-b6f5-4919-b848-b543690d8c37 · outbound

This paper cites Journal of machine learning research 21(140), 1–67 (2020).

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Journal of machine learning research 21(140), 1–67 (2020)

Reference 41

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source=pdf_text observed=2026-08-06T21:19:36.869481Z digest=sha256:0c674dff312180c260d9b18273775017ef35433e417c07adeb1d620650a81b8a

Observation a9ac94fc-c90b-4f57-b292-963270d15c1e · outbound

This paper cites : Training language models to follow instructions with human feedback.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought : Training language models to follow instructions with human feedback

Reference 42

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source=pdf_text observed=2026-08-06T21:19:36.945519Z digest=sha256:59f02e27ff64f6476428150b9ed5f23c8d4be019fcd5c968e389914678204774

Observation 8ad19dd6-f942-4ace-90d9-dab0c91f6bc5 · outbound

This paper cites LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models

Reference 43

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source=pdf_text observed=2026-08-06T21:19:36.992645Z digest=sha256:8d9f9e2a4c6be3456349b96b334f7d59e7a8ba4fed3710e7b87cbb1c1aa498fd

Observation 009094eb-d556-4465-a87d-d4e5bc3d9846 · outbound

This paper cites In: Proceedings of the 37th International Conference on Neural Information Processing Systems (2024).

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought In: Proceedings of the 37th International Conference on Neural Information Processing Systems (2024)

Reference 44

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source=pdf_text observed=2026-08-06T21:19:37.046109Z digest=sha256:8d81f0af2d2c462126ce7a1943ac15868b93c45cc2b492cfc6ef663f11eb25e7

Observation a56f1546-e8ca-4dee-91e8-64d5b58d6023 · outbound

This paper cites https://openai.com/research/ gpt-4v-system-card.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought https://openai.com/research/ gpt-4v-system-card

Reference 45

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source=pdf_text observed=2026-08-06T21:19:37.124103Z digest=sha256:689a34795f6bea39bc42c62304a396d62ac4d85f95d1df606a847d1159a25c75

Observation 1f54acb1-611e-49c7-ba95-7ebfe0a7f823 · outbound

This paper cites Direct Language Model Alignment from Online AI Feedback.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Direct Language Model Alignment from Online AI Feedback

Reference 46

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source=pdf_text observed=2026-08-06T21:19:37.182865Z digest=sha256:aa00834205084eaac60e098964966cf4bb5567327ee10aa25d9265de934bcd81

Observation 7c78759c-5123-4548-b72a-5f8e56dc45c4 · outbound

This paper cites Self-Rewarding Language Models.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Self-Rewarding Language Models

Reference 47

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source=pdf_text observed=2026-08-06T21:19:37.231697Z digest=sha256:e4b2cc3dd1452d1e2f4e87b0a7f8a40e5c77ed16ef4e62933dc52d0322bfba91

Observation 15b86385-82d0-4368-b077-1c142b2587e1 · outbound

This paper cites Human Alignment of Large Language Models through Online Preference Optimisation.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Human Alignment of Large Language Models through Online Preference Optimisation

Reference 48

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source=pdf_text observed=2026-08-06T21:19:37.284453Z digest=sha256:5a37e06ab9aeab7921d082edbbba34bda15d87537935a0fb06fda9c94cbc03ee

Observation 67e203a4-c003-42bd-a4d7-b46b6906879b · outbound

This paper cites RLHF Workflow: From Reward Modeling to Online RLHF.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought RLHF Workflow: From Reward Modeling to Online RLHF

Reference 49

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source=pdf_text observed=2026-08-06T21:19:37.331130Z digest=sha256:8fe640393fb9fe091276031de7258c670de58186bf6d5ac6b77b6cc4699aae2f

Observation 884b4a97-d57d-43a0-98d2-87d6e9ac026f · outbound

This paper cites Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models

Reference 50

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source=pdf_text observed=2026-08-06T21:19:37.398160Z digest=sha256:b0526e2d4388791d57670bf8a94bf8618c0c2883097d9a90ead2227be01acb44

Observation 07f27bc1-2ecd-417a-b148-5556b19f72db · outbound

This paper cites Advances in Neural Information Processing Systems 35, 15476–15488 (2022).

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Advances in Neural Information Processing Systems 35, 15476–15488 (2022)

Reference 51

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source=pdf_text observed=2026-08-06T21:19:37.456187Z digest=sha256:76d1e9e0950ce72bebb118473f4d73b1ca5a353825ab31081224fd45bcbd4fa3

Observation d2bfe77f-6232-485e-94f8-8b69dbbaa289 · outbound

This paper cites Iterative Reasoning Preference Optimization.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Iterative Reasoning Preference Optimization

Reference 52

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source=pdf_text observed=2026-08-06T21:19:37.514013Z digest=sha256:a844ff16533bf521bd90e3ca498009e08d3010becb052ec9d2b3f1cc15c91fa1

Observation 1160b51d-4ce0-42a1-a8d0-d48d17eccc78 · outbound

This paper cites arXiv preprint arXiv:2405.17220 (2024).

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought arXiv preprint arXiv:2405.17220 (2024)

Reference 53

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source=pdf_text observed=2026-08-06T21:19:37.569087Z digest=sha256:7ae38c1394ea70a15268c7146c08052d45b42fc0ce7bce3ac3bc2e7ee9233654

Observation 064b4759-aea7-4fb9-ab43-37bc3456dccd · outbound

This paper cites Calibrated Self-Rewarding Vision Language Models.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Calibrated Self-Rewarding Vision Language Models

Reference 54

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source=pdf_text observed=2026-08-06T21:19:37.631397Z digest=sha256:45362e0eb8e45daaf0e2f78c241f292a30fa81e6a4701a4c59ede226d9c14130

Observation 38fbfaff-8ca6-4452-b784-652d4f837eca · outbound

This paper cites ACM MM (2024).

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought ACM MM (2024)

Reference 55

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source=pdf_text observed=2026-08-06T21:19:37.684578Z digest=sha256:e9418537742937c854f84a735357cb60dcae9134aadfec1616785a097302af6f

Observation 7c2861a9-00e8-44db-8dbe-f02ff5886416 · outbound

This paper cites Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models

Reference 56

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source=pdf_text observed=2026-08-06T21:19:37.737245Z digest=sha256:5c4e2584b4dc2d10ba58e7bbbd98ea3dc72549fd17809ab61daae036c1c17a48

Observation df92a167-3d00-4554-abbe-a401f8be36b3 · outbound

This paper cites In: Findings of the Association for Computational Linguistics: ACL 2022, pp.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought In: Findings of the Association for Computational Linguistics: ACL 2022, pp

Reference 57

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source=pdf_text observed=2026-08-06T21:19:37.787387Z digest=sha256:9caef1bc6f45a243b78a3bb2982d3c9a8c8c8ad18dc10a526edbd48f3d28c510

Observation a6837e4b-3184-4146-8a75-ec98fa7cac91 · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 58

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source=pdf_text observed=2026-08-06T21:19:37.847899Z digest=sha256:b45ecaa4e9b35e7df46579f77ce55b592526c2cfba8f289f36d9b49eb608b39f

Observation 76c29561-5953-47e2-9bd0-8e5a3f1e83af · outbound

This paper cites NeurIPS (2022).

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought NeurIPS (2022)

Reference 59

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source=pdf_text observed=2026-08-06T21:19:37.904281Z digest=sha256:6b34f3331895928fa1c90f62b62804fe1de77dac930d0dfd487bb682257c38e6

Observation 506ad1ae-9ee1-4c99-bd5d-de37afc5029a · outbound

This paper cites Advances in neural information processing systems 33, 6840–6851 (2020).

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Advances in neural information processing systems 33, 6840–6851 (2020)

Reference 60

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source=pdf_text observed=2026-08-06T21:19:37.978169Z digest=sha256:4cfce7632261fc411ac4cf0ce1456043bd486035bf7e6f2c45dfd7d6293edd59

Observation 902e720f-9e47-4ccb-9474-628f406e1f2c · outbound

This paper cites In: Findings of the Association for Computational Linguistics: EMNLP 2024, pp.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought In: Findings of the Association for Computational Linguistics: EMNLP 2024, pp

Reference 61

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source=pdf_text observed=2026-08-06T21:19:38.078828Z digest=sha256:bf8ec455f68f2d8b2b2a9215cbd23379738c845a2758538c6cf349ece2933c77

Observation b62d63ba-ff73-417d-8a51-463c0431f0e5 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern 19 Recognition, pp.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern 19 Recognition, pp

Reference 62

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:38.187584Z digest=sha256:d6be941d5ab9ac79ba343bc93c2a5e45f2d59f59d6cd82dbeb94da6be118490c

Observation b747dfa7-a7fa-4294-97d0-637d11820d2a · outbound

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

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 63

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source=pdf_text observed=2026-08-06T21:19:38.241871Z digest=sha256:c65a0ddbda127f537cdb9f4216506c108a64ef5b29662906c096d9032c6cc7c7

Observation 363b3e55-d3a6-48f2-a8fb-aa67c8c7ff9f · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Gemini: A Family of Highly Capable Multimodal Models

Reference 64

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source=pdf_text observed=2026-08-06T21:19:38.244912Z digest=sha256:3d071ebed3a03aa122ea2464b3ee6969bad7be6a84905efcded7ab169b8bd138

Observation e61e0aa2-a79c-49ca-a8a6-0e3d3924ef27 · outbound

This paper cites Mixed Preference Optimization: Reinforcement Learning with Data Selection and Better Reference Model.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Mixed Preference Optimization: Reinforcement Learning with Data Selection and Better Reference Model

Reference 65

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source=pdf_text observed=2026-08-06T21:19:38.248448Z digest=sha256:156c671882027156579a27fc4d22c22466c05c616484d8f1c143540eaac83be0

Observation 27597d7a-d8a5-40f7-a23d-2c0e71ada57e · outbound

This paper cites GPT-4 Technical Report.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought GPT-4 Technical Report

Reference 66

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source=pdf_text observed=2026-08-06T21:19:38.285085Z digest=sha256:6befd36bf561936b04f4103ad22dcf2e3dd69f30a175f66d4084f3bf81ffe7d6

Observation d137d441-3785-40b9-8f92-a61768b12a98 · outbound

This paper cites The Llama 3 Herd of Models.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought The Llama 3 Herd of Models

Reference 67

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Observation b7f589be-bd18-4eec-babf-f731bf6cb5c3 · outbound

This paper cites Sub-answers:.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Sub-answers:

Reference 68

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source=pdf_text observed=2026-08-06T21:19:38.524221Z digest=sha256:e6ad00ba72e376ab3c1829a7768f0fdac74fa504fabfd11f34226894c1d0f3e0

Observation 30d283c8-525d-4455-9304-d74c5c41f5a0 · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 69

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source=pdf_text observed=2026-08-06T21:19:38.640246Z digest=sha256:30b88c0b8b1858edb68bb8d503205978737e20f47319332aec941093a38d4276

Observation e81b333b-9878-4b08-9774-621548c8a829 · outbound

This paper cites Uncertain.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Uncertain

Reference 70

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:38.712756Z digest=sha256:404998678424d71f78d869ccbe7818d03e239e3e63057f1b76b1f5750105965f

Observation ff08c9b2-35bd-46ab-aee7-14311f515173 · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:19:45.111855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:38.821657Z digest=sha256:55779ff318f7f147dbd03a025ab5d8782e4fa1e28397fad627c11eb9d2c517dd

Observation 28c47846-b7a7-4869-bd4c-9f3c93f91451 · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:19:45.101612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:38.986073Z digest=sha256:f60becce224a2de69f9742600832ecada68ffba48c3f24cae91a329409962455

Observation 0934a1a5-231d-4d5a-84a4-3258eaca149e · outbound

This paper cites The formula for the circumference C of a circle is given by: C = 2πr, where r is the radius of the circle.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought The formula for the circumference C of a circle is given by: C = 2πr, where r is the radius of the circle

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:19:45.090837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:39.149496Z digest=sha256:a25e8c7b1aa18274e60a5c10643ff1307c9fadaa0ed5452e4d78089f0bab31f9

Observation 21841584-672d-4710-bfc0-f5a8b1dbf116 · outbound

This paper cites - Each side of the square is equal to the height of the rectangle, which is given as 32 units.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought - Each side of the square is equal to the height of the rectangle, which is given as 32 units

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:19:45.078402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:39.353941Z digest=sha256:61a9c010606af9b4e087000309be4c0f56371c657f61dd8d8727fadae70ec6e2

Observation fe9dc88b-a511-49e8-b5a3-7bb538349296 · outbound

This paper cites - The diagonal of a square with side length s is given by s\sqrt{2}.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought - The diagonal of a square with side length s is given by s\sqrt{2}

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:19:45.066148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:39.555704Z digest=sha256:f8a8eebdf74808d324e95801e9115c128f628d5d37462204364c91d1da9f2120

Observation 75072758-ec69-4e69-ae37-13309c87ea6b · outbound

This paper cites objects": [ {.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought objects": [ {

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:19:45.055324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:39.697546Z digest=sha256:119ecda7b85d986c758b26d6d1ae73ea934a1f12e11100b5e86342e98adeaac1

Observation ce7acc8a-7b65-4e0e-a640-cca607d7fb03 · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:19:45.045568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:39.904367Z digest=sha256:8c1311b83a78c5249634b6ff9a663e35e4be09b0a1517aec3b2be02af88ad427

Observation 7b657692-e593-4303-be7e-ab141c48ca68 · outbound

This paper cites objects": [ {.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought objects": [ {

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:19:45.036316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:40.066958Z digest=sha256:78800fbcfa6218882284b0a8af721e1b40f999d61babefbea3d3b7f5079e3f17

Observation ee271c14-4e87-4c91-bd70-311482409aea · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:19:45.026104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:40.197225Z digest=sha256:ea6db96c51910cd58bf3f94fff29b83fb6b938a23e3cb1de5b7ae11530b16a99

Observation f88a98fc-b701-4a4d-bfd9-f731d866947b · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:19:45.016416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:40.353407Z digest=sha256:ffc36b652506841a50a7abb4101ce066dd5b2bf6f578ef858c7149dd25f3ae70

Observation 1883a4f1-7c59-4490-bf2f-b2cf1a354f1c · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:19:45.007140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:40.505961Z digest=sha256:03afcc882659c2960f7027cd78be2bb1b0993e88f4bb73ceb9a8018bcb5ece5d

Observation 2ad79d24-12a9-441e-91b7-affaaf63f698 · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:19:44.997450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:40.674246Z digest=sha256:139d6643e99614874aa2178d68cc5169e58fcc14e859a3ab2950057898c9731e

Observation d0b55959-a5ab-490a-98d2-0e3beca719df · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:19:44.988969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:40.913540Z digest=sha256:07694bda96df362e458c758f67e315571e9418a18cc0ebc0b88f0c1a15088ac3

Observation c222e408-bde4-4718-89c1-13c4082e2752 · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 84

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:19:44.981093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:41.053299Z digest=sha256:f68529a9f114abe6e8edde99de3dc8bd6028f8ea400229e25cb9509a0a3ef698

Observation e7512077-b686-4bd8-a9b3-5cea7199c551 · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 85

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:19:44.972431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:41.231965Z digest=sha256:c0d7b15e0fda0a2467b665c722d0b726578c427452b4764b2632936e62eca542

Observation 56bc3bf0-545e-492a-9f06-abd4b9e3ffb5 · outbound

This paper cites objects": [{.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought objects": [{

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:19:44.964871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:41.411657Z digest=sha256:39e1c8951ec82674d20c49ba906374150569f68fed0cf8146ac67773c18ad443

Observation f684a584-5991-4a67-a1aa-b443994bcc49 · outbound

This paper cites **E** - Early blastocyst 3.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought **E** - Early blastocyst 3

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:19:44.957213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:41.562213Z digest=sha256:3abb4a454fb13f6849d93c441df9887e1b46ae893c1a6b805a364112e61ccaad

Observation 11dbcc7f-07d4-4bfd-9fd0-89dcdfd5d89f · outbound

This paper cites (D) No.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought (D) No

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:19:44.948916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:41.753763Z digest=sha256:4a9f7a037678ff8fb8355f65df3090264b72695645b722a415c0f2144b7f9fd8

Observation 7448bd87-3e1f-46a6-9bd6-fc8b96006fee · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 89

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:19:44.939965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:41.888306Z digest=sha256:d5911aed505885526a863d6b3fc8ce75bfd5ce8e97da01c39c0d38d34b18aac8

Observation fc7a62d8-836e-4b9c-85a4-3c8aa8f6a1cd · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 90

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:19:44.930051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:42.048251Z digest=sha256:78edd155eb470e45b739facd8e6a70ed81a0819b4c1514ae056bbae6013441bc

Observation e6b28067-6d4a-4129-a304-bffe378bbf2b · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:19:44.920005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:42.250601Z digest=sha256:d5fd4ba21f84cd1fd59716605f92106c888b45629e647bfefb39099e4964462e

Observation 52c84aee-7ee7-4961-a5b7-29a97ddc5936 · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 92

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:19:44.850249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:42.419828Z digest=sha256:1746ebb3965b5b34b79c775a77dffcfe0134ab4f00652165763cee79e38f010f

Observation ab215d8c-386d-424d-8cac-6d20dfabc0da · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 93

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:19:44.638857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:42.629321Z digest=sha256:faf5dd3ad3b7aeddae81f81b0917cbb565955a7d3bc19e53c92bb72328ec83ef

Observation bdeacc47-2d6a-4866-ae5d-8a665d175dc6 · outbound

This paper cites objects": [ {.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought objects": [ {

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:19:44.429933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:42.743404Z digest=sha256:6f92b4c89986c678c0a26204957050c5804c89950296566b55be54c4d8d726a1

Observation 35053a44-ae4e-4854-9b81-98b7c152a411 · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 95

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:19:44.238427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:42.783517Z digest=sha256:6a59b26dbbd003c6d95f37dcecb6cd86571b8e847645e619e92d2894cce2f2e2

Observation 5b2c26af-e05c-445d-ad92-00dc4fc1c7ec · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 96

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:19:44.075489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:42.836296Z digest=sha256:1770b8db04f3e887d184adbb8acfd8bb10615a8722b9e6b6ac53b7e6f5aeac69

Observation 0700ebef-9854-4246-8fec-40276333546d · outbound

This paper cites an unresolved cited work.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought Unresolved cited work

Reference 97

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:19:43.777934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:42.927117Z digest=sha256:01c602c429682d168e0110f1f77f1483fdbf9d74732d6ddfb5de96b0471238b9

Observation 5da17c2f-9656-45aa-af6a-8b064383b604 · outbound

This paper cites The correct answer is: (C) smaller than Qwen-VL-7B + SMART : The derivative of the function y = log_2(x) is \frac{1}{x ln(2)}.

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought The correct answer is: (C) smaller than Qwen-VL-7B + SMART : The derivative of the function y = log_2(x) is \frac{1}{x ln(2)}

Reference 98

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:19:43.630021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:19:42.977063Z digest=sha256:0235dd4d2648bb3ed89514582d62fda7295b8c317ab77569fa921ba85d7e8afc

Pith citing papers

No inbound Pith citation observations are available.