Paper Citation Record · LEDGER

Multimodal Chain-of-Thought Reasoning in Language Models

As of 7 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 100 inbound Pith citation observations for arXiv:2302.00923.

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

pith.paper-citation-record.v1
2302.00923 v5

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-12T18:12:27.396607Z

measured 149 of 149 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 100 of 158 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:02:10.670667Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

49 of 49 outbound references displayed

verified exact19
verified fuzzy17
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch6

External citation measurements

98
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 7ad35ea1-2a60-458b-b4ef-201ffec9a45b · outbound

This paper cites Bottom-up and top-down attention for image captioning and visual question answering.

Multimodal Chain-of-Thought Reasoning in Language Models Bottom-up and top-down attention for image captioning and visual question answering

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:12:27.663644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f8ba0729-c688-4567-a7bc-d91945d5185d · outbound

This paper cites Anas Awadalla, Irena Gao, Josh Gardner, Jack Hessel, Yusuf Hanafy, Wanrong Zhu, Kalyani Marathe, Yonatan Bitton, Samir Gadre, Shiori Sagawa, et al.

Multimodal Chain-of-Thought Reasoning in Language Models Anas Awadalla, Irena Gao, Josh Gardner, Jack Hessel, Yusuf Hanafy, Wanrong Zhu, Kalyani Marathe, Yonatan Bitton, Samir Gadre, Shiori Sagawa, et al

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.452441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e4e8e4e3-9895-415e-b56d-399c80cac386 · outbound

This paper cites an unresolved cited work.

Multimodal Chain-of-Thought Reasoning in Language Models Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-05-12T18:12:27.578573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bf3623b3-4212-4668-aad6-c56d7d99d596 · outbound

This paper cites End-to-end object detection with transformers.

Multimodal Chain-of-Thought Reasoning in Language Models End-to-end object detection with transformers

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:12:27.583463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 821d6c3a-3805-4fef-8cd1-693e7d52fd03 · outbound

This paper cites an unresolved cited work.

Multimodal Chain-of-Thought Reasoning in Language Models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-05-12T18:12:27.587969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1527499e-f4fe-4435-9f89-748255a9274c · outbound

This paper cites Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks.

Multimodal Chain-of-Thought Reasoning in Language Models Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-05-12T18:12:27.499329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f804bb78-8fa3-4b9b-918e-eff6e51e1459 · outbound

This paper cites See, Think, Confirm: Interactive Prompting Between Vision and Language Models for Knowledge-based Visual Reasoning.

Multimodal Chain-of-Thought Reasoning in Language Models See, Think, Confirm: Interactive Prompting Between Vision and Language Models for Knowledge-based Visual Reasoning

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.534776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9af814b1-823f-48f3-8120-6ede79c5558f · outbound

This paper cites PaLM: Scaling Language Modeling with Pathways.

Multimodal Chain-of-Thought Reasoning in Language Models PaLM: Scaling Language Modeling with Pathways

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-05-12T18:12:27.549367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2c0d5a16-c27b-4b8b-9306-1d1badee10fd · outbound

This paper cites Scaling Instruction-Finetuned Language Models.

Multimodal Chain-of-Thought Reasoning in Language Models Scaling Instruction-Finetuned Language Models

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-05-12T18:12:27.494483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 63675545-d366-4a2b-b33f-9d263b3ea93c · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.

Multimodal Chain-of-Thought Reasoning in Language Models An image is worth 16x16 words: Transformers for image recognition at scale

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:12:27.592340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f721fb64-450b-433f-a967-8dbdcee5b4d6 · outbound

This paper cites an unresolved cited work.

Multimodal Chain-of-Thought Reasoning in Language Models Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-05-12T18:12:27.596429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 57f5e2e1-7ed5-46d9-bc64-78f66b55bdae · outbound

This paper cites Complexity-Based Prompting for Multi-Step Reasoning.

Multimodal Chain-of-Thought Reasoning in Language Models Complexity-Based Prompting for Multi-Step Reasoning

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T18:12:27.528925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7c749774-e285-4b05-a420-07d68890ab93 · outbound

This paper cites an unresolved cited work.

Multimodal Chain-of-Thought Reasoning in Language Models Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-05-12T18:12:27.600330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bf5eb678-d7db-4c56-892c-3a45cce3149c · outbound

This paper cites Yaru Hao, Haoyu Song, Li Dong, Shaohan Huang, Zewen Chi, Wenhui Wang, Shuming Ma, and Furu Wei.

Multimodal Chain-of-Thought Reasoning in Language Models Yaru Hao, Haoyu Song, Li Dong, Shaohan Huang, Zewen Chi, Wenhui Wang, Shuming Ma, and Furu Wei

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.437051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b9404238-ea89-4c8a-a7a9-fc0f89a477d4 · outbound

This paper cites Deep residual learning for image recognition.

Multimodal Chain-of-Thought Reasoning in Language Models Deep residual learning for image recognition

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:12:27.604691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f6b26b5f-fd45-4736-93ee-998c0b7fd531 · outbound

This paper cites Deep residual learning for image recognition.

Multimodal Chain-of-Thought Reasoning in Language Models Deep residual learning for image recognition

Reference 16

Resolution: metadata mismatch; doi, observed 2026-05-12T18:12:27.471413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation be82e526-8f40-47a9-b560-0438bdaef110 · outbound

This paper cites Towards Reasoning in Large Language Models: A Survey.

Multimodal Chain-of-Thought Reasoning in Language Models Towards Reasoning in Large Language Models: A Survey

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-18T13:22:30.236738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 81b9afc3-05d3-4bed-ad07-0dffd1416a68 · outbound

This paper cites UNIFIEDQA: Crossing format boundaries with a single QA system.

Multimodal Chain-of-Thought Reasoning in Language Models UNIFIEDQA: Crossing format boundaries with a single QA system

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:12:27.608549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 10537ba7-d59b-4eaa-b875-d2f3a9c9f277 · outbound

This paper cites In Findings of the Association for Com- putational Linguistics: EMNLP 2020 , Trevor Cohn, Yulan He, and Yang Liu (Eds.).

Multimodal Chain-of-Thought Reasoning in Language Models In Findings of the Association for Com- putational Linguistics: EMNLP 2020 , Trevor Cohn, Yulan He, and Yang Liu (Eds.)

Reference 19

Resolution: metadata mismatch; doi, observed 2026-05-12T18:12:27.446265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b2e7e6eb-0e9c-45d5-a9cb-79dd1201040f · outbound

This paper cites Bilinear attention networks.

Multimodal Chain-of-Thought Reasoning in Language Models Bilinear attention networks

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:12:27.612252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation af4c2ac4-1ded-41fb-b907-1ea5fa78eee4 · outbound

This paper cites Vilt: Vision-and-language transformer without convolution or region supervision.

Multimodal Chain-of-Thought Reasoning in Language Models Vilt: Vision-and-language transformer without convolution or region supervision

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:12:27.616303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 469e3a72-906e-4e29-aeb6-58ae000298d2 · outbound

This paper cites Large Language Models are Zero-Shot Reasoners.

Multimodal Chain-of-Thought Reasoning in Language Models Large Language Models are Zero-Shot Reasoners

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-12T19:04:13.904485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9e995384-b5ff-45ab-971a-788f8649b6b8 · outbound

This paper cites On vision features in multimodal machine translation.

Multimodal Chain-of-Thought Reasoning in Language Models On vision features in multimodal machine translation

Reference 23

Resolution: verified exact; doi, observed 2026-05-12T18:12:27.466782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0fb9d7f0-8e94-4370-a83c-3715e78ae4a6 · outbound

This paper cites Making Large Language Models Better Reasoners with Step-Aware Verifier.

Multimodal Chain-of-Thought Reasoning in Language Models Making Large Language Models Better Reasoners with Step-Aware Verifier

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T18:12:27.511336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 78cad326-9ff8-4673-99e7-855a21908352 · outbound

This paper cites Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning.

Multimodal Chain-of-Thought Reasoning in Language Models Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning

Reference 25

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T18:12:27.523797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 656bbdf0-841d-4e84-98e4-efd34d95cc44 · outbound

This paper cites Teaching Small Language Models to Reason.

Multimodal Chain-of-Thought Reasoning in Language Models Teaching Small Language Models to Reason

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T18:12:27.517396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a19888a4-dac2-4fbd-baa1-90ca8d1c3b4f · outbound

This paper cites Gpt-4v(ision) system card.

Multimodal Chain-of-Thought Reasoning in Language Models Gpt-4v(ision) system card

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:12:27.619807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4ef36915-1e9e-4c8a-afe9-9b6ffccbdbb3 · outbound

This paper cites an unresolved cited work.

Multimodal Chain-of-Thought Reasoning in Language Models Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-05-12T18:12:27.623055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ee7709c8-bc65-4e82-a76c-a6167080d958 · outbound

This paper cites Scaling Language Models: Methods, Analysis & Insights from Training Gopher.

Multimodal Chain-of-Thought Reasoning in Language Models Scaling Language Models: Methods, Analysis & Insights from Training Gopher

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-05-12T18:12:27.539613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cda73128-84cc-44a0-a79f-d665ea0a59e4 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Multimodal Chain-of-Thought Reasoning in Language Models Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-05-12T18:12:27.544680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e0393ae7-7a86-4e00-8d6f-cbad4c222670 · outbound

This paper cites Learning to retrieve prompts for in-context learning.

Multimodal Chain-of-Thought Reasoning in Language Models Learning to retrieve prompts for in-context learning

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:12:27.626501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b00368f9-1202-4afe-97c0-d849b4eff5f2 · outbound

This paper cites URL https://aclanthology.org/2022.naacl-main.191.

Multimodal Chain-of-Thought Reasoning in Language Models URL https://aclanthology.org/2022.naacl-main.191

Reference 32

Resolution: verified exact; doi, observed 2026-05-12T18:12:27.457467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation aeff0bf7-c854-42ec-9812-2e265e51ffe8 · outbound

This paper cites Alpaca: A strong, replicable instruction-following model.Stanford Center for Research on Foundation Models.

Multimodal Chain-of-Thought Reasoning in Language Models Alpaca: A strong, replicable instruction-following model.Stanford Center for Research on Foundation Models

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:12:27.630240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 273863e7-76eb-4d25-aac4-9bb6dbc8f215 · outbound

This paper cites LaMDA: Language Models for Dialog Applications.

Multimodal Chain-of-Thought Reasoning in Language Models LaMDA: Language Models for Dialog Applications

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-05-12T18:12:27.555158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 71bcf958-0f7f-439a-b194-fcb8e5285cb6 · outbound

This paper cites Gomez, Lukasz Kaiser, and Illia Polosukhin.

Multimodal Chain-of-Thought Reasoning in Language Models Gomez, Lukasz Kaiser, and Illia Polosukhin

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:12:27.633657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation af839bf3-d430-4853-9a5c-36811a6a1d97 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Multimodal Chain-of-Thought Reasoning in Language Models Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-05-12T18:12:27.560610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cae2e0b5-7529-438c-9b59-aaaf43daedd2 · outbound

This paper cites doi: 10.18653/v1/2021.acl-long.480.

Multimodal Chain-of-Thought Reasoning in Language Models doi: 10.18653/v1/2021.acl-long.480

Reference 37

Resolution: verified exact; doi, observed 2026-05-12T18:12:27.441860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d7d72da8-8c0d-471a-9b48-539049a53ba9 · outbound

This paper cites Deep modular co-attention networks for visual question answering.

Multimodal Chain-of-Thought Reasoning in Language Models Deep modular co-attention networks for visual question answering

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:12:27.637169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 396c4dd5-6a7c-4251-84da-6fe672dfbd37 · outbound

This paper cites an unresolved cited work.

Multimodal Chain-of-Thought Reasoning in Language Models Unresolved cited work

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.463247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 80262818-848b-4c79-82ef-eaeef4822ba2 · outbound

This paper cites LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention.

Multimodal Chain-of-Thought Reasoning in Language Models LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.485002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1a39ba30-2706-4a79-bdf0-a3b42487b1f1 · outbound

This paper cites Universal multimodal representation for language understanding.IEEE Transactions on Pattern Analysis and Machine Intelligence, pp.

Multimodal Chain-of-Thought Reasoning in Language Models Universal multimodal representation for language understanding.IEEE Transactions on Pattern Analysis and Machine Intelligence, pp

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.478103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 21b84276-9bbd-43bf-a97c-fbbef837aa08 · outbound

This paper cites Least-to-Most Prompting Enables Complex Reasoning in Large Language Models.

Multimodal Chain-of-Thought Reasoning in Language Models Least-to-Most Prompting Enables Complex Reasoning in Large Language Models

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-05-12T18:12:27.489391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 90430afc-f885-4437-9d04-036b3cfa34bb · outbound

This paper cites Here, we present additional examples to illustrate this phenomenon, as depicted in Figure.

Multimodal Chain-of-Thought Reasoning in Language Models Here, we present additional examples to illustrate this phenomenon, as depicted in Figure

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:12:27.641184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ca4ea2f9-54b9-4cff-a55e-aaccb5841a74 · outbound

This paper cites an unresolved cited work.

Multimodal Chain-of-Thought Reasoning in Language Models Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-05-12T18:12:27.644559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7ee6d94f-c59a-42ad-aa4d-28f4b8023501 · outbound

This paper cites •ScienceQA is a large-scale multimodal science question dataset with annotated lectures and explanations.

Multimodal Chain-of-Thought Reasoning in Language Models •ScienceQA is a large-scale multimodal science question dataset with annotated lectures and explanations

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:12:27.648925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2b33669f-bd67-4d6d-9e45-37dc5d96a707 · outbound

This paper cites The vision features are obtained by the frozen ViT-large encoder (Dosovitskiy et al., 2021b).

Multimodal Chain-of-Thought Reasoning in Language Models The vision features are obtained by the frozen ViT-large encoder (Dosovitskiy et al., 2021b)

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:12:27.652669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 44f98b01-008f-43c5-8e58-15f468486cd6 · outbound

This paper cites an unresolved cited work.

Multimodal Chain-of-Thought Reasoning in Language Models Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-05-12T18:12:27.655991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 469e8305-0116-4b5b-9414-e3f70d359b4c · outbound

This paper cites Then, we use the generated pseudo-rationales as the target rationales for training instead of relying on the human annotation of reasoning chains.

Multimodal Chain-of-Thought Reasoning in Language Models Then, we use the generated pseudo-rationales as the target rationales for training instead of relying on the human annotation of reasoning chains

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:12:27.659950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 80dbcc96-326f-47e6-8a24-73ef138993b1 · outbound

This paper cites 80% 14%6% CommonsenseLogicalOthers Figure 11: Categorization analysis.

Multimodal Chain-of-Thought Reasoning in Language Models 80% 14%6% CommonsenseLogicalOthers Figure 11: Categorization analysis

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T18:12:27.570799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

Observation 7c9d7d79-955e-4dd1-b16d-b5ff256b9116 · inbound

Visual ChatGPT: Talking, Drawing and Editing with Visual Foundation Models cites this paper.

Visual ChatGPT: Talking, Drawing and Editing with Visual Foundation Models Multimodal Chain-of-Thought Reasoning in Language Models

Reference 57

Resolution: verified exact; local_arxiv, observed 2026-05-13T22:50:24.184228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d2d319d5-695f-4e9c-8371-74f8fd7000c0 · inbound

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

MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action Multimodal Chain-of-Thought Reasoning in Language Models

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-05-14T01:17:58.849157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1d345092-eea8-491e-9045-de78406b0d1c · inbound

LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention cites this paper.

LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention Multimodal Chain-of-Thought Reasoning in Language Models

Reference 147

Resolution: metadata mismatch; local_arxiv, observed 2026-05-14T23:07:42.533156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 19f22747-9d6b-4414-8ef6-69cae187b6a5 · inbound

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society cites this paper.

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Multimodal Chain-of-Thought Reasoning in Language Models

Reference 133

Resolution: verified exact; local_arxiv, observed 2026-05-14T01:40:53.989447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5256cbde-1982-4314-bc75-36f929a43ee9 · inbound

Visual Instruction Tuning cites this paper.

Visual Instruction Tuning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f8f02aaa-3ebb-4513-9d7e-91c6c0f7cc9a · inbound

A Survey on Multimodal Large Language Models cites this paper.

A Survey on Multimodal Large Language Models Multimodal Chain-of-Thought Reasoning in Language Models

Reference 188

Resolution: verified exact; local_arxiv, observed 2026-05-16T02:56:42.161866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 083c4f53-0000-4c38-a929-18411a8a6b66 · inbound

A Comprehensive Overview of Large Language Models cites this paper.

A Comprehensive Overview of Large Language Models Multimodal Chain-of-Thought Reasoning in Language Models

Reference 287

Resolution: verified exact; local_arxiv, observed 2026-05-19T20:28:39.267291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a9abddba-d78d-4bfb-850b-d7883baf9c53 · inbound

Trustworthy LLMs: a Survey and Guideline for Evaluating Large Language Models' Alignment cites this paper.

Trustworthy LLMs: a Survey and Guideline for Evaluating Large Language Models' Alignment Multimodal Chain-of-Thought Reasoning in Language Models

Reference 139

Resolution: verified exact; local_arxiv, observed 2026-05-17T22:30:44.981950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dc656a40-a271-46ae-9382-b2922349e537 · inbound

The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision) cites this paper.

The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision) Multimodal Chain-of-Thought Reasoning in Language Models

Reference 151

Resolution: verified exact; local_arxiv, observed 2026-05-15T23:26:06.516043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8e663a4c-89fb-439e-b5ba-085ab1d1deba · inbound

What to Say and When to Say it: Live Fitness Coaching as a Testbed for Situated Interaction cites this paper.

What to Say and When to Say it: Live Fitness Coaching as a Testbed for Situated Interaction Multimodal Chain-of-Thought Reasoning in Language Models

Reference 70

Resolution: verified exact; local_arxiv, observed 2026-05-23T22:53:33.167426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c8340945-5d4a-419d-8176-910feb651aff · inbound

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey cites this paper.

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Multimodal Chain-of-Thought Reasoning in Language Models

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-05-15T17:18:53.639892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f9b98dac-ae3d-4953-9575-283b2a442322 · inbound

OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles cites this paper.

OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles Multimodal Chain-of-Thought Reasoning in Language Models

Reference 93

Resolution: verified exact; local_arxiv, observed 2026-05-19T06:59:03.343413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4969705c-1c80-4067-9738-0eda3b0caf0a · inbound

Video-R1: Reinforcing Video Reasoning in MLLMs cites this paper.

Video-R1: Reinforcing Video Reasoning in MLLMs Multimodal Chain-of-Thought Reasoning in Language Models

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1637b3ad-0836-4ee4-a4e2-097fff7616fc · inbound

GRIT: Teaching MLLMs to Think with Images cites this paper.

GRIT: Teaching MLLMs to Think with Images Multimodal Chain-of-Thought Reasoning in Language Models

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-05-22T13:31:36.128814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 07e52310-e195-4dca-9353-8f18fd9fbb80 · inbound

Rethinking Information Synthesis in Multimodal Question Answering A Multi-Agent Perspective cites this paper.

Rethinking Information Synthesis in Multimodal Question Answering A Multi-Agent Perspective Multimodal Chain-of-Thought Reasoning in Language Models

Reference 13

Resolution: metadata mismatch; local_arxiv, observed 2026-05-19T13:53:05.648683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a3f638c1-0a06-4065-af59-2a2ccfebf95b · inbound

Grounded Reinforcement Learning for Visual Reasoning cites this paper.

Grounded Reinforcement Learning for Visual Reasoning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 89

Resolution: verified exact; local_arxiv, observed 2026-05-22T01:05:52.179893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8a1b897e-7d41-43f7-8b74-ee6c45709c95 · inbound

Fast or Slow? Integrating Fast Intuition and Deliberate Thinking for Enhancing Visual Question Answering cites this paper.

Fast or Slow? Integrating Fast Intuition and Deliberate Thinking for Enhancing Visual Question Answering Multimodal Chain-of-Thought Reasoning in Language Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:10.670667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e94eb29-f3b2-481f-9344-cd4227812f63 · inbound

GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking cites this paper.

GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Multimodal Chain-of-Thought Reasoning in Language Models

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:14.744601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48a225fb-5b1d-4cf3-8168-4a210622fcce · inbound

Evaluating MLLMs with Multimodal Multi-image Reasoning Benchmark cites this paper.

Evaluating MLLMs with Multimodal Multi-image Reasoning Benchmark Multimodal Chain-of-Thought Reasoning in Language Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T11:05:19.790349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ebbdf54-4206-4f77-9901-8ee38e4e3326 · inbound

From Standalone LLMs to Integrated Intelligence: A Survey of Compound Al Systems cites this paper.

From Standalone LLMs to Integrated Intelligence: A Survey of Compound Al Systems Multimodal Chain-of-Thought Reasoning in Language Models

Reference 227

Resolution: verified exact; local_arxiv, observed 2026-05-19T11:52:16.454085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 36d4ec69-ae2b-41ae-99ab-a8253b6602a5 · inbound

MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning cites this paper.

MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-07T10:28:54.760061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c408dae-9419-45a2-9711-7791ca903d3b · inbound

Graph-of-Causal Evolution: Challenging Chain-of-Model for Reasoning cites this paper.

Graph-of-Causal Evolution: Challenging Chain-of-Model for Reasoning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T05:37:02.608167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 373b2e0a-d748-48a8-967e-69b399de2ec1 · inbound

WeThink: Toward General-purpose Vision-Language Reasoning via Reinforcement Learning cites this paper.

WeThink: Toward General-purpose Vision-Language Reasoning via Reinforcement Learning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:05.050109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 133a0312-fd14-48e7-a0bb-71019c467bc8 · inbound

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism cites this paper.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Multimodal Chain-of-Thought Reasoning in Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:23.620651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13dd506a-9ce8-4054-af5f-43844a6ab1c3 · inbound

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought cites this paper.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Multimodal Chain-of-Thought Reasoning in Language Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:52.403000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52a76e6f-afc4-4d0e-84de-11b6b2635d1d · inbound

Pushing the Limits of Safety: A Technical Report on the ATLAS Challenge 2025 cites this paper.

Pushing the Limits of Safety: A Technical Report on the ATLAS Challenge 2025 Multimodal Chain-of-Thought Reasoning in Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:13.795355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dca750e-d06e-4844-9e73-de662e458a8d · inbound

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond cites this paper.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Multimodal Chain-of-Thought Reasoning in Language Models

Reference 253

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:37.239483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e541fac0-dd6d-4160-996c-78d7825e2d88 · inbound

Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs cites this paper.

Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Multimodal Chain-of-Thought Reasoning in Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T00:39:52.632806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 674066e8-842b-4f03-b0c8-b0e1c546067d · inbound

Argus Inspection: Do Multimodal Large Language Models Possess the Eye of Panoptes? cites this paper.

Argus Inspection: Do Multimodal Large Language Models Possess the Eye of Panoptes? Multimodal Chain-of-Thought Reasoning in Language Models

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:05.501316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dcc9428-0220-4ea6-a573-9c642f348207 · inbound

DAVID-XR1: Detecting AI-Generated Videos with Explainable Reasoning cites this paper.

DAVID-XR1: Detecting AI-Generated Videos with Explainable Reasoning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T04:09:01.775920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cef7b16d-aaeb-4dea-a7b8-18deed2c501b · inbound

RealSR-R1: Reinforcement Learning for Real-World Image Super-Resolution with Vision-Language Chain-of-Thought cites this paper.

RealSR-R1: Reinforcement Learning for Real-World Image Super-Resolution with Vision-Language Chain-of-Thought Multimodal Chain-of-Thought Reasoning in Language Models

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-05-19T08:33:02.089330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation df92342c-82be-4b17-ab21-c721e7ac7c18 · inbound

PostAlign: Multimodal Grounding as a Corrective Lens for MLLMs cites this paper.

PostAlign: Multimodal Grounding as a Corrective Lens for MLLMs Multimodal Chain-of-Thought Reasoning in Language Models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T23:27:19.364377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfcbac5d-2cfb-4fe5-93cb-f41d8aa0b5e6 · inbound

ECCoT: A Framework for Enhancing Effective Cognition via Chain of Thought in Large Language Model cites this paper.

ECCoT: A Framework for Enhancing Effective Cognition via Chain of Thought in Large Language Model Multimodal Chain-of-Thought Reasoning in Language Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T23:12:13.597717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90270684-ff5a-4647-bdab-e290706fab79 · inbound

V2T-CoT: From Vision to Text Chain-of-Thought for Medical Reasoning and Diagnosis cites this paper.

V2T-CoT: From Vision to Text Chain-of-Thought for Medical Reasoning and Diagnosis Multimodal Chain-of-Thought Reasoning in Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T23:11:47.453315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b8029ff-bebd-4799-878e-2bc272449bc2 · inbound

Remote Sensing Large Vision-Language Model: Semantic-augmented Multi-level Alignment and Semantic-aware Expert Modeling cites this paper.

Remote Sensing Large Vision-Language Model: Semantic-augmented Multi-level Alignment and Semantic-aware Expert Modeling Multimodal Chain-of-Thought Reasoning in Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T22:22:37.620896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91da92d8-23a0-41e2-947d-7e120d2fdbd1 · inbound

Multimodal Mathematical Reasoning with Diverse Solving Perspective cites this paper.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Multimodal Chain-of-Thought Reasoning in Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:20.890778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

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

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T21:19:35.695869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c8a3027-fe41-4a9e-93a3-893590608b0a · inbound

Introspection of Thought Helps AI Agents cites this paper.

Introspection of Thought Helps AI Agents Multimodal Chain-of-Thought Reasoning in Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.893076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e766ee2a-fc74-468b-beb6-2c0f3d296603 · inbound

Think-Before-Draw: Decomposing Emotion Semantics & Fine-Grained Controllable Expressive Talking Head Generation cites this paper.

Think-Before-Draw: Decomposing Emotion Semantics & Fine-Grained Controllable Expressive Talking Head Generation Multimodal Chain-of-Thought Reasoning in Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:42.893099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d653de49-8eae-4efb-a3c9-30ff8af79890 · inbound

Learning Only with Images: Visual Reinforcement Learning with Reasoning, Rendering, and Visual Feedback cites this paper.

Learning Only with Images: Visual Reinforcement Learning with Reasoning, Rendering, and Visual Feedback Multimodal Chain-of-Thought Reasoning in Language Models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T13:23:35.914280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 353e4f03-3de5-4d82-bf48-55b87652f79b · inbound

Exploring the Link Between Bayesian Inference and Embodied Intelligence: Toward Open Physical-World Embodied AI Systems cites this paper.

Exploring the Link Between Bayesian Inference and Embodied Intelligence: Toward Open Physical-World Embodied AI Systems Multimodal Chain-of-Thought Reasoning in Language Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-06T12:39:42.154856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d760e15b-049d-4cd4-8727-49c584108094 · inbound

GoViG: Goal-Conditioned Visual Navigation Instruction Generation via Multimodal Reasoning cites this paper.

GoViG: Goal-Conditioned Visual Navigation Instruction Generation via Multimodal Reasoning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 27

Resolution: metadata mismatch; local_arxiv, observed 2026-05-18T23:02:52.657037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7c7ae754-a36f-4a23-8fd3-bcf7d831a020 · inbound

Instant Preference Alignment for Text-to-Image Diffusion Models cites this paper.

Instant Preference Alignment for Text-to-Image Diffusion Models Multimodal Chain-of-Thought Reasoning in Language Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-05T16:51:04.957340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49e17bd7-3278-408f-ac68-8555d4081583 · inbound

Beyond the Textual: Generating Coherent Visual Options for MCQs cites this paper.

Beyond the Textual: Generating Coherent Visual Options for MCQs Multimodal Chain-of-Thought Reasoning in Language Models

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-05T16:17:37.994242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f12eb1c8-495a-418e-b7ac-a83a24d06c18 · inbound

PosterForest: Hierarchical Multi-Agent Collaboration for Scientific Poster Generation cites this paper.

PosterForest: Hierarchical Multi-Agent Collaboration for Scientific Poster Generation Multimodal Chain-of-Thought Reasoning in Language Models

Reference 22

Resolution: metadata mismatch; local_arxiv, observed 2026-05-18T20:22:50.786017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bed337f0-7045-4cf1-812a-7404b80d7d3a · inbound

PosterForest: Hierarchical Multi-Agent Collaboration for Scientific Poster Generation cites this paper.

PosterForest: Hierarchical Multi-Agent Collaboration for Scientific Poster Generation Multimodal Chain-of-Thought Reasoning in Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T14:02:50.738468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3b56c74-004b-42ff-9712-d07230ee392a · inbound

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey cites this paper.

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey Multimodal Chain-of-Thought Reasoning in Language Models

Reference 221

Resolution: verified exact; local_arxiv, observed 2026-05-18T19:21:48.502694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 404ae37e-9036-44d2-bbbf-d0cd38a23689 · inbound

TaleDiffusion: Multi-Character Story Generation with Dialogue Rendering cites this paper.

TaleDiffusion: Multi-Character Story Generation with Dialogue Rendering Multimodal Chain-of-Thought Reasoning in Language Models

Reference 82

Resolution: verified exact; local_arxiv, observed 2026-05-18T19:02:48.699721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 08d127c0-8ffe-468d-a1e3-8b43d1295ee4 · inbound

VaccineRAG: Boosting Multimodal Large Language Models' Immunity to Harmful RAG Samples cites this paper.

VaccineRAG: Boosting Multimodal Large Language Models' Immunity to Harmful RAG Samples Multimodal Chain-of-Thought Reasoning in Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T12:06:04.601125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5d984ed-8311-487e-89d2-a0f09c327f24 · inbound

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation cites this paper.

Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation Multimodal Chain-of-Thought Reasoning in Language Models

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-05T05:34:40.404905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd290b6e-04a7-40ac-837a-f2d139744a8c · inbound

Paladin: Defending LLM-enabled Phishing Emails with a New Trigger-Tag Paradigm cites this paper.

Paladin: Defending LLM-enabled Phishing Emails with a New Trigger-Tag Paradigm Multimodal Chain-of-Thought Reasoning in Language Models

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-04T22:33:30.357545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b99f0ba0-d221-4aeb-8735-b58887b3660c · inbound

Visual Programmability: A Guide for Code-as-Thought in Chart Understanding cites this paper.

Visual Programmability: A Guide for Code-as-Thought in Chart Understanding Multimodal Chain-of-Thought Reasoning in Language Models

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-04T19:27:21.029581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10edc72e-370e-48c3-a010-ed41b3df0c99 · inbound

LaV-CoT: Language-Aware Visual CoT with Multi-Aspect Reward Optimization for Real-World Multilingual VQA cites this paper.

LaV-CoT: Language-Aware Visual CoT with Multi-Aspect Reward Optimization for Real-World Multilingual VQA Multimodal Chain-of-Thought Reasoning in Language Models

Reference 71

Resolution: verified exact; local_arxiv, observed 2026-05-18T17:56:42.215334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f569ab2b-1434-4ef7-a2e8-4cb778f39a6e · inbound

Mitigating Visual Context Degradation in Large Multimodal Models: A Training-Free Decoupled Agentic Framework cites this paper.

Mitigating Visual Context Degradation in Large Multimodal Models: A Training-Free Decoupled Agentic Framework Multimodal Chain-of-Thought Reasoning in Language Models

Reference 49

Resolution: verified exact; local_arxiv, observed 2026-05-18T12:32:36.326769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation acacc8a5-596d-4c7b-9904-daf4fc61de55 · inbound

Latent Visual Reasoning cites this paper.

Latent Visual Reasoning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-05-15T18:41:30.484640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a02e3b88-324c-4d34-a2a8-06494d1fc7f0 · inbound

AIM-CoT: Active Information-driven Multimodal Chain-of-Thought for Vision-Language Reasoning cites this paper.

AIM-CoT: Active Information-driven Multimodal Chain-of-Thought for Vision-Language Reasoning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-05-18T13:31:24.813779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 966e5e11-9439-4d79-9afa-1a7c4ef1f8f2 · inbound

AIM-CoT: Active Information-driven Multimodal Chain-of-Thought for Vision-Language Reasoning cites this paper.

AIM-CoT: Active Information-driven Multimodal Chain-of-Thought for Vision-Language Reasoning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T13:43:00.973423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1146530-2b00-4072-87af-e1c387abf8e9 · inbound

AtomWorld: A Benchmark for Evaluating Spatial Reasoning in Large Language Models on Crystalline Materials cites this paper.

AtomWorld: A Benchmark for Evaluating Spatial Reasoning in Large Language Models on Crystalline Materials Multimodal Chain-of-Thought Reasoning in Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T11:26:06.881567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbb8b3e7-44e2-463f-b63b-96bff2c815aa · inbound

FATHOMS-RAG: A Framework for the Assessment of Thinking and Observation in Multimodal Systems that use Retrieval Augmented Generation cites this paper.

FATHOMS-RAG: A Framework for the Assessment of Thinking and Observation in Multimodal Systems that use Retrieval Augmented Generation Multimodal Chain-of-Thought Reasoning in Language Models

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-05-25T08:15:33.896676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7fa3ef87-aebe-42b7-9771-3b3e10d9fd4d · inbound

Logic-Guided Socially-aware Robot Navigation World Model cites this paper.

Logic-Guided Socially-aware Robot Navigation World Model Multimodal Chain-of-Thought Reasoning in Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T07:54:08.862155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95dbf2cf-d48c-4ec7-bdbc-ebde4de5fcc8 · inbound

Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm cites this paper.

Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm Multimodal Chain-of-Thought Reasoning in Language Models

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-05-18T00:55:35.066474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 896da98d-637d-49c1-963f-0bdd2193e065 · inbound

See, Think, Learn: A Self-Taught Multimodal Reasoner cites this paper.

See, Think, Learn: A Self-Taught Multimodal Reasoner Multimodal Chain-of-Thought Reasoning in Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T19:04:29.050993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9d79ef7-388b-474a-8279-1dbab18537fe · inbound

OneThinker: All-in-one Reasoning Model for Image and Video cites this paper.

OneThinker: All-in-one Reasoning Model for Image and Video Multimodal Chain-of-Thought Reasoning in Language Models

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-05-17T02:11:26.653988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 28a8e559-bec1-457c-8adf-692dc8754528 · inbound

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents cites this paper.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Multimodal Chain-of-Thought Reasoning in Language Models

Reference 71

Resolution: verified exact; local_arxiv, observed 2026-05-17T03:11:29.850303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ad87133e-003b-4ec7-921c-3fec66bddc16 · inbound

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents cites this paper.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Multimodal Chain-of-Thought Reasoning in Language Models

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:49.421484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52cad193-c475-4773-909f-2c9223e7d384 · inbound

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space cites this paper.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Multimodal Chain-of-Thought Reasoning in Language Models

Reference 54

Resolution: verified exact; local_arxiv, observed 2026-05-16T23:03:38.874678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 875f1f99-90de-4a37-a7fe-5b2f3508d4f9 · inbound

Thinking with Drafting: Optical Decompression via Logical Reconstruction cites this paper.

Thinking with Drafting: Optical Decompression via Logical Reconstruction Multimodal Chain-of-Thought Reasoning in Language Models

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-05-16T03:30:32.904559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cf8729e9-749d-462b-b1be-58fc8eed83dd · inbound

ReMoT: Reinforcement Learning with Motion Contrast Triplets cites this paper.

ReMoT: Reinforcement Learning with Motion Contrast Triplets Multimodal Chain-of-Thought Reasoning in Language Models

Reference 124

Resolution: unresolved; no resolver link, observed 2026-08-02T19:58:29.065846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcc206f7-9f28-4832-923d-3791a8b20e3d · inbound

LanteRn: Latent Visual Structured Reasoning cites this paper.

LanteRn: Latent Visual Structured Reasoning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T17:26:40.248532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 444c27a7-b7a1-4af7-bbf6-1f567d200795 · inbound

C2F-Thinker: Coarse-to-Fine Reasoning with Hint-Guided Reinforcement Learning for Multimodal Sentiment Analysis cites this paper.

C2F-Thinker: Coarse-to-Fine Reasoning with Hint-Guided Reinforcement Learning for Multimodal Sentiment Analysis Multimodal Chain-of-Thought Reasoning in Language Models

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-05-15T13:55:53.312853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8f0119c2-76f2-4f07-8b49-f3d5c788ac6d · inbound

GeoBrowse: A Geolocation Benchmark for Agentic Tool Use with Expert-Annotated Reasoning Traces cites this paper.

GeoBrowse: A Geolocation Benchmark for Agentic Tool Use with Expert-Annotated Reasoning Traces Multimodal Chain-of-Thought Reasoning in Language Models

Reference 57

Resolution: metadata mismatch; local_arxiv, observed 2026-05-13T17:33:02.326459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0113667c-c002-43ba-bb8e-7fee2dcf4db3 · inbound

Thinking Diffusion: Penalize and Guide Visual-Grounded Reasoning in Diffusion Multimodal Language Models cites this paper.

Thinking Diffusion: Penalize and Guide Visual-Grounded Reasoning in Diffusion Multimodal Language Models Multimodal Chain-of-Thought Reasoning in Language Models

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d3cff9b5-13fd-4e3f-a775-4f383422ced1 · inbound

Walk the Talk: Bridging the Reasoning-Action Gap for Thinking with Images via Multimodal Agentic Policy Optimization cites this paper.

Walk the Talk: Bridging the Reasoning-Action Gap for Thinking with Images via Multimodal Agentic Policy Optimization Multimodal Chain-of-Thought Reasoning in Language Models

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 008179b4-bddc-4f19-8315-2888e22e7dcb · inbound

Decompose, Look, and Reason: Reinforced Latent Reasoning for VLMs cites this paper.

Decompose, Look, and Reason: Reinforced Latent Reasoning for VLMs Multimodal Chain-of-Thought Reasoning in Language Models

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e53bfd75-6068-4707-8f14-54508e3e4c6d · inbound

MedLVR: Latent Visual Reasoning for Reliable Medical Visual Question Answering cites this paper.

MedLVR: Latent Visual Reasoning for Reliable Medical Visual Question Answering Multimodal Chain-of-Thought Reasoning in Language Models

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f911754d-c845-4c89-95e1-b2499f7c68c8 · inbound

MedLVR: Latent Visual Reasoning for Reliable Medical Visual Question Answering cites this paper.

MedLVR: Latent Visual Reasoning for Reliable Medical Visual Question Answering Multimodal Chain-of-Thought Reasoning in Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T16:33:55.007487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 448c12b8-1bcb-426a-9ce3-913217c88572 · inbound

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models cites this paper.

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models Multimodal Chain-of-Thought Reasoning in Language Models

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6f5664c5-b3a7-497f-b10c-d2c473c6d21e · inbound

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models cites this paper.

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models Multimodal Chain-of-Thought Reasoning in Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-12T22:48:45.647588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51135fcb-62cc-4db5-ac2e-48761b49e915 · inbound

A Progressive Training Strategy for Vision-Language Models to Counteract Spatio-Temporal Hallucinations in Embodied Reasoning cites this paper.

A Progressive Training Strategy for Vision-Language Models to Counteract Spatio-Temporal Hallucinations in Embodied Reasoning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5c0298ad-2e73-42c0-9622-f8d8f9f2c175 · inbound

From Perception to Planning: Evolving Ego-Centric Task-Oriented Spatiotemporal Reasoning via Curriculum Learning cites this paper.

From Perception to Planning: Evolving Ego-Centric Task-Oriented Spatiotemporal Reasoning via Curriculum Learning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ea6e9f77-d437-4e91-8bd0-85051ddd1c56 · inbound

Think in Latent Thoughts: A New Paradigm for Gloss-Free Sign Language Translation cites this paper.

Think in Latent Thoughts: A New Paradigm for Gloss-Free Sign Language Translation Multimodal Chain-of-Thought Reasoning in Language Models

Reference 67

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 11e719fb-f938-4b88-8698-ce05a887291d · inbound

Towards Robust Endogenous Reasoning: Unifying Drift Adaptation in Non-Stationary Tuning cites this paper.

Towards Robust Endogenous Reasoning: Unifying Drift Adaptation in Non-Stationary Tuning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 632feb4d-d129-48f4-8894-9904f46c762c · inbound

HyLaR: Hybrid Latent Reasoning with Decoupled Policy Optimization cites this paper.

HyLaR: Hybrid Latent Reasoning with Decoupled Policy Optimization Multimodal Chain-of-Thought Reasoning in Language Models

Reference 46

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 08694fb4-b97b-4ec9-8c88-7477b0e84e8f · inbound

HyLaR: Hybrid Latent Reasoning with Decoupled Policy Optimization cites this paper.

HyLaR: Hybrid Latent Reasoning with Decoupled Policy Optimization Multimodal Chain-of-Thought Reasoning in Language Models

Reference 46

Resolution: metadata mismatch; local_arxiv, observed 2026-07-05T04:30:40.726775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 57a14436-1756-4103-b0de-8b5e7cd5e0a8 · inbound

V-tableR1: Process-Supervised Multimodal Table Reasoning with Critic-Guided Policy Optimization cites this paper.

V-tableR1: Process-Supervised Multimodal Table Reasoning with Critic-Guided Policy Optimization Multimodal Chain-of-Thought Reasoning in Language Models

Reference 42

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6a9a443f-a542-4e16-a1c1-70402f1e6416 · inbound

AITP: Traffic Accident Responsibility Allocation via Multimodal Large Language Models cites this paper.

AITP: Traffic Accident Responsibility Allocation via Multimodal Large Language Models Multimodal Chain-of-Thought Reasoning in Language Models

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 34e1e90d-c6a2-4288-a084-d4d338a30b6b · inbound

Foveated Reasoning: Stateful, Action-based Visual Focusing for Vision-Language Models cites this paper.

Foveated Reasoning: Stateful, Action-based Visual Focusing for Vision-Language Models Multimodal Chain-of-Thought Reasoning in Language Models

Reference 67

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ac698ec7-2f60-4fe5-bcd7-7bfee93b7393 · inbound

Measure Twice, Click Once: Co-evolving Proposer and Visual Critic via Reinforcement Learning for GUI Grounding cites this paper.

Measure Twice, Click Once: Co-evolving Proposer and Visual Critic via Reinforcement Learning for GUI Grounding Multimodal Chain-of-Thought Reasoning in Language Models

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b6533477-c6b4-43e5-8708-eb4dc00684ca · inbound

Meta-CoT: Enhancing Granularity and Generalization in Image Editing cites this paper.

Meta-CoT: Enhancing Granularity and Generalization in Image Editing Multimodal Chain-of-Thought Reasoning in Language Models

Reference 81

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7d7aa372-7843-45c9-92b8-7487db071298 · inbound

State Beyond Appearance: Diagnosing and Improving State Consistency in Dial-Based Measurement Reading cites this paper.

State Beyond Appearance: Diagnosing and Improving State Consistency in Dial-Based Measurement Reading Multimodal Chain-of-Thought Reasoning in Language Models

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation faa228b2-942b-4229-bb22-7be8c2543c37 · inbound

DIAGRAMS: A Review Framework for Reasoning-Level Attribution in Diagram QA cites this paper.

DIAGRAMS: A Review Framework for Reasoning-Level Attribution in Diagram QA Multimodal Chain-of-Thought Reasoning in Language Models

Reference 21

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ce9fa366-e0b5-4751-b5c1-a680636d2c3d · inbound

Enhancing Multimodal In-Context Learning via Inductive-Deductive Reasoning cites this paper.

Enhancing Multimodal In-Context Learning via Inductive-Deductive Reasoning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 52

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 411e2a8e-7575-4537-9507-5885224158cd · inbound

MP-ISMoE: Mixed-Precision Interactive Side Mixture-of-Experts for Efficient Transfer Learning cites this paper.

MP-ISMoE: Mixed-Precision Interactive Side Mixture-of-Experts for Efficient Transfer Learning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 131

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 151ac1cc-7389-4b8c-9675-c8f91395a498 · inbound

Retrieve, Integrate, and Synthesize: Spatial-Semantic Grounded Latent Visual Reasoning cites this paper.

Retrieve, Integrate, and Synthesize: Spatial-Semantic Grounded Latent Visual Reasoning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 62f447ba-c0f7-4771-b79c-287e0a70530b · inbound

Can MLLMs Reason About Visual Persuasion? Evaluating the Efficacy and Faithfulness of Reasoning cites this paper.

Can MLLMs Reason About Visual Persuasion? Evaluating the Efficacy and Faithfulness of Reasoning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 00ad004f-0338-48b1-ac17-b4b53cd190a7 · inbound

V-ABS: Action-Observer Driven Beam Search for Dynamic Visual Reasoning cites this paper.

V-ABS: Action-Observer Driven Beam Search for Dynamic Visual Reasoning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-12T18:12:27.664923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 45b1477e-25e9-4f63-84a6-3aad6aed15d2 · inbound

ATLAS: Agentic or Latent Visual Reasoning? One Word is Enough for Both cites this paper.

ATLAS: Agentic or Latent Visual Reasoning? One Word is Enough for Both Multimodal Chain-of-Thought Reasoning in Language Models

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-05-15T03:14:53.512879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ca043554-05ea-4d92-bf14-6226200d59f7 · inbound

SafeLens: Deliberate and Efficient Video Guardrails with Fast-and-Slow Screening cites this paper.

SafeLens: Deliberate and Efficient Video Guardrails with Fast-and-Slow Screening Multimodal Chain-of-Thought Reasoning in Language Models

Reference 61

Resolution: verified exact; local_arxiv, observed 2026-05-20T14:08:21.157691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 770e9343-9249-487f-9aac-6508393854e5 · inbound

Pseudocode-Guided Structured Reasoning for Automating Reliable Inference in Vision-Language Models cites this paper.

Pseudocode-Guided Structured Reasoning for Automating Reliable Inference in Vision-Language Models Multimodal Chain-of-Thought Reasoning in Language Models

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-05-20T05:38:05.262091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3c4326ac-86f1-428f-9efd-d911a1e3ca88 · inbound

A Nash Equilibrium Framework For Training-Free Multimodal Step Verification cites this paper.

A Nash Equilibrium Framework For Training-Free Multimodal Step Verification Multimodal Chain-of-Thought Reasoning in Language Models

Reference 39

Resolution: metadata mismatch; local_arxiv, observed 2026-05-20T06:13:05.272603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.