Paper Citation Record · LEDGER

Progressive Multimodal Reasoning via Active Retrieval

As of 23 August 2026, this Paper Citation Record lists 100 of 121 outbound references and 10 inbound Pith citation observations for arXiv:2412.14835.

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

pith.paper-citation-record.v1
2412.14835 v1

Coverage vector

measured 100 of 121 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T11:55:10.588227Z

measured 110 of 110 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:21:12.356599Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T05:57:41.646082Z

Reference resolution

100 of 121 outbound references displayed

verified exact1
verified fuzzy17
unresolved81
parse uncertain1
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0bd93d1a-ebc1-47a7-9f54-1213bf547433 · outbound

This paper cites Menick, Sebastian Borgeaud, Andy Brock, Aida Nematzadeh, Sa- hand Sharifzadeh, Mikolaj Binkowski, Ricardo Barreira, Oriol Vinyals, Andrew Zisserman, and Karén Simonyan.

Progressive Multimodal Reasoning via Active Retrieval Menick, Sebastian Borgeaud, Andy Brock, Aida Nematzadeh, Sa- hand Sharifzadeh, Mikolaj Binkowski, Ricardo Barreira, Oriol Vinyals, Andrew Zisserman, and Karén Simonyan

Reference 1

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Observation 6e7758d8-35e4-4f38-a07a-49800c62dad2 · outbound

This paper cites Think- ing fast and slow with deep learning and tree search.

Progressive Multimodal Reasoning via Active Retrieval Think- ing fast and slow with deep learning and tree search

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.137100Z

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Observation 81397177-ad65-4e69-af3f-0c8c9296e9f2 · outbound

This paper cites Lawrence Zitnick, and Devi Parikh.

Progressive Multimodal Reasoning via Active Retrieval Lawrence Zitnick, and Devi Parikh

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.141658Z

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Observation 6cfa27f9-0114-4d27-98ac-3bdb8c1ab409 · outbound

This paper cites Self-rag: Learning to retrieve, generate, and critique through self-reflection.

Progressive Multimodal Reasoning via Active Retrieval Self-rag: Learning to retrieve, generate, and critique through self-reflection

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.146078Z

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Observation 5ecf4f57-1679-4615-887c-4d4400ebb32f · outbound

This paper cites Wikiextractor.

Progressive Multimodal Reasoning via Active Retrieval Wikiextractor

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.150573Z

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Observation d187c567-3d72-4fa7-9916-2fa370275b79 · outbound

This paper cites Qwen-vl: A versatile vision-language model for understanding, localization, text reading, and beyond, 2023.

Progressive Multimodal Reasoning via Active Retrieval Qwen-vl: A versatile vision-language model for understanding, localization, text reading, and beyond, 2023

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.154541Z

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Observation dd22628f-fe42-4e3a-ba79-545337fdfd51 · outbound

This paper cites Lucas, Peter I.

Progressive Multimodal Reasoning via Active Retrieval Lucas, Peter I

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.158968Z

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Observation d49438d1-e4b4-4596-969b-93f9be9f3042 · outbound

This paper cites InternLM2 Technical Report.

Progressive Multimodal Reasoning via Active Retrieval InternLM2 Technical Report

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.163257Z

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Observation a3b583b3-1fbd-4b5c-a309-34766ebf4547 · outbound

This paper cites AlphaMath Almost Zero: Process Supervision without Process.

Progressive Multimodal Reasoning via Active Retrieval AlphaMath Almost Zero: Process Supervision without Process

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.168090Z

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Observation 29b33817-5798-4864-aa5d-e1d24d5fec9b · outbound

This paper cites Step-level Value Preference Optimization for Mathematical Reasoning.

Progressive Multimodal Reasoning via Active Retrieval Step-level Value Preference Optimization for Mathematical Reasoning

Reference 10

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Observation c49b6ebb-3e68-4a49-b55c-d008aef7c7c7 · outbound

This paper cites M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation.

Progressive Multimodal Reasoning via Active Retrieval M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.176645Z

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Observation d505be62-001c-4bf8-959a-14b485414f5b · outbound

This paper cites an unresolved cited work.

Progressive Multimodal Reasoning via Active Retrieval Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.183235Z

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Observation edfdd043-34ce-4a36-be69-63c05039291c · outbound

This paper cites InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks.

Progressive Multimodal Reasoning via Active Retrieval InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks

Reference 13

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Observation 55824e92-aeb3-4bf3-8e97-f7bb37505aae · outbound

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

Progressive Multimodal Reasoning via Active Retrieval How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.195053Z

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Observation c53f7497-25d9-40d2-ba35-c535eadb31e6 · outbound

This paper cites CORAL: Benchmarking Multi-turn Conversational Retrieval-Augmentation Generation.

Progressive Multimodal Reasoning via Active Retrieval CORAL: Benchmarking Multi-turn Conversational Retrieval-Augmentation Generation

Reference 16

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Observation 1d819781-3b40-47d5-8d77-82951d8bc5b2 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Progressive Multimodal Reasoning via Active Retrieval Training Verifiers to Solve Math Word Problems

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.207731Z

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Observation 0f4145ab-525e-498c-95e8-94cd3c7959c5 · outbound

This paper cites Flashattention-2: Faster attention with better paral- lelism and work partitioning.

Progressive Multimodal Reasoning via Active Retrieval Flashattention-2: Faster attention with better paral- lelism and work partitioning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.211629Z

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Observation e797d6fc-5c06-45c9-8aa6-e72addf85fcc · outbound

This paper cites Bridging the kb-text gap: Lever- aging structured knowledge-aware pre-training for KBQA.

Progressive Multimodal Reasoning via Active Retrieval Bridging the kb-text gap: Lever- aging structured knowledge-aware pre-training for KBQA

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.215445Z

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Observation fb3c568c-c97f-4cea-bc28-af9a7b98e8c3 · outbound

This paper cites Self-play with Execution Feedback: Improving Instruction-following Capabilities of Large Language Models.

Progressive Multimodal Reasoning via Active Retrieval Self-play with Execution Feedback: Improving Instruction-following Capabilities of Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.219278Z

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Observation a3bf0043-03a3-4ac8-81b3-fc823ab197a1 · outbound

This paper cites Toward General Instruction-Following Alignment for Retrieval-Augmented Generation.

Progressive Multimodal Reasoning via Active Retrieval Toward General Instruction-Following Alignment for Retrieval-Augmented Generation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.223555Z

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Observation 5cb632d6-926a-4b92-989a-dc7729b9bd3b · outbound

This paper cites How abilities in large language models are affected by supervised fine-tuning data composition.

Progressive Multimodal Reasoning via Active Retrieval How abilities in large language models are affected by supervised fine-tuning data composition

Reference 23

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Observation 423fb247-33f8-4e66-90fb-fcb726e74770 · outbound

This paper cites Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation.

Progressive Multimodal Reasoning via Active Retrieval Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation

Reference 24

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Observation 842652ce-3c9a-410b-b1a0-6a4c07087728 · outbound

This paper cites The Llama 3 Herd of Models.

Progressive Multimodal Reasoning via Active Retrieval The Llama 3 Herd of Models

Reference 25

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Observation 11336369-52cb-45b5-a27b-0e8c2e64683f · outbound

This paper cites A density-based algorithm for discovering clusters in large spatial databases with noise.

Progressive Multimodal Reasoning via Active Retrieval A density-based algorithm for discovering clusters in large spatial databases with noise

Reference 26

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Observation d5f82f02-9081-45bd-91b9-619f628b1369 · outbound

This paper cites Beam search strate- gies for neural machine translation.

Progressive Multimodal Reasoning via Active Retrieval Beam search strate- gies for neural machine translation

Reference 27

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Observation 18fbf59e-da00-499c-88cb-526df4078383 · outbound

This paper cites PAL: program-aided language models.

Progressive Multimodal Reasoning via Active Retrieval PAL: program-aided language models

Reference 28

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Observation 4382a0cb-b7b1-4f42-bb21-7eb2b1031912 · outbound

This paper cites Interpretable contrastive monte carlo tree search reasoning.

Progressive Multimodal Reasoning via Active Retrieval Interpretable contrastive monte carlo tree search reasoning

Reference 29

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Observation 2595a533-83b4-463c-99d7-304f80085553 · outbound

This paper cites Tora: A tool-integrated reasoning agent for mathematical problem solving.

Progressive Multimodal Reasoning via Active Retrieval Tora: A tool-integrated reasoning agent for mathematical problem solving

Reference 30

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Observation 984e2451-4a25-40c8-af94-d6aef5b390c0 · outbound

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

Progressive Multimodal Reasoning via Active Retrieval DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 31

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Observation c768e6e3-fca3-4ba7-8e01-eafea3a99557 · outbound

This paper cites Self-correction is more than refinement: A learning framework for visual and language reasoning tasks, 2024.

Progressive Multimodal Reasoning via Active Retrieval Self-correction is more than refinement: A learning framework for visual and language reasoning tasks, 2024

Reference 32

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Observation 5eed50e1-9bab-42a8-8ed9-03123d4ae1fb · outbound

This paper cites Measuring mathematical problem solving with the MATH dataset.

Progressive Multimodal Reasoning via Active Retrieval Measuring mathematical problem solving with the MATH dataset

Reference 33

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Observation 57c2e75e-5ac9-4c86-b50d-49d8f8788e90 · outbound

This paper cites Unsupervised dense information retrieval with con- trastive learning.

Progressive Multimodal Reasoning via Active Retrieval Unsupervised dense information retrieval with con- trastive learning

Reference 34

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Observation 79208290-ab4b-43fb-8ca8-e44938048e51 · outbound

This paper cites FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research.

Progressive Multimodal Reasoning via Active Retrieval FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 35

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Observation b5dca8a3-cdd4-46e9-aef9-c0ec15600fad · outbound

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Progressive Multimodal Reasoning via Active Retrieval Billion- scale similarity search with gpus

Reference 36

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Observation f44a4474-8925-473f-82ad-37cb7ae5673f · outbound

This paper cites Deep visual-semantic align- ments for generating image descriptions.

Progressive Multimodal Reasoning via Active Retrieval Deep visual-semantic align- ments for generating image descriptions

Reference 37

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Observation 82cd6f0a-d026-4d91-ae4d-78054994ccac · outbound

This paper cites Jina CLIP: Your CLIP Model Is Also Your Text Retriever.

Progressive Multimodal Reasoning via Active Retrieval Jina CLIP: Your CLIP Model Is Also Your Text Retriever

Reference 38

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Observation 71c8ac8c-963d-48d6-8d3c-7c37e8ecc0e1 · outbound

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

Progressive Multimodal Reasoning via Active Retrieval Gonzalez, Hao Zhang, and Ion Stoica

Reference 39

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Observation 6ed3c74e-c515-4243-adb1-0919e23f4274 · outbound

This paper cites InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language Models.

Progressive Multimodal Reasoning via Active Retrieval InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language Models

Reference 40

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Progressive Multimodal Reasoning via Active Retrieval Unresolved cited work

Reference 41

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Progressive Multimodal Reasoning via Active Retrieval LLaVA-OneVision: Easy Visual Task Transfer

Reference 43

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This paper cites DotaMath: Decomposition of Thought with Code Assistance and Self-correction for Mathematical Reasoning.

Progressive Multimodal Reasoning via Active Retrieval DotaMath: Decomposition of Thought with Code Assistance and Self-correction for Mathematical Reasoning

Reference 44

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This paper cites Llava-med: Training a large language- and-vision assistant for biomedicine in one day.

Progressive Multimodal Reasoning via Active Retrieval Llava-med: Training a large language- and-vision assistant for biomedicine in one day

Reference 45

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Progressive Multimodal Reasoning via Active Retrieval Mugglemath: Assessing the impact of query and response augmentation on math reasoning

Reference 46

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Progressive Multimodal Reasoning via Active Retrieval From Matching to Generation: A Survey on Generative Information Retrieval

Reference 47

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This paper cites Making language mod- els better reasoners with step-aware verifier.

Progressive Multimodal Reasoning via Active Retrieval Making language mod- els better reasoners with step-aware verifier

Reference 48

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Observation 3f842ed9-3ba9-490a-a0ab-2fe8f798196c · outbound

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Progressive Multimodal Reasoning via Active Retrieval Let’s verify step by step

Reference 49

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This paper cites Retrieval-Augmented Natural Language Reasoning for Explainable Visual Question Answering.

Progressive Multimodal Reasoning via Active Retrieval Retrieval-Augmented Natural Language Reasoning for Explainable Visual Question Answering

Reference 50

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Observation 37c3fa28-2557-45d9-b3ce-ca62f64de174 · outbound

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Progressive Multimodal Reasoning via Active Retrieval Unresolved cited work

Reference 51

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This paper cites Retrieval-augmented Multi-modal Chain-of-Thoughts Reasoning for Large Language Models.

Progressive Multimodal Reasoning via Active Retrieval Retrieval-augmented Multi-modal Chain-of-Thoughts Reasoning for Large Language Models

Reference 52

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Progressive Multimodal Reasoning via Active Retrieval Deductive verifica- tion of chain-of-thought reasoning

Reference 53

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Progressive Multimodal Reasoning via Active Retrieval Visual instruction tuning

Reference 54

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Progressive Multimodal Reasoning via Active Retrieval Llava-next: Im- proved reasoning, ocr, and world knowledge

Reference 55

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Progressive Multimodal Reasoning via Active Retrieval How Much Can RAG Help the Reasoning of LLM?

Reference 56

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This paper cites Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding.

Progressive Multimodal Reasoning via Active Retrieval Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding

Reference 57

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Progressive Multimodal Reasoning via Active Retrieval Mathvista: Evaluating mathemat- ical reasoning of foundation models in visual contexts

Reference 58

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Observation c7c8afde-c27a-4063-b1eb-2904cce19785 · outbound

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Progressive Multimodal Reasoning via Active Retrieval #instag: Instruction tagging for analyzing supervised fine-tuning of large language models

Reference 59

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This paper cites Chatkbqa: A generate-then-retrieve framework for knowledge base ques- tion answering with fine-tuned large language models.

Progressive Multimodal Reasoning via Active Retrieval Chatkbqa: A generate-then-retrieve framework for knowledge base ques- tion answering with fine-tuned large language models

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.386082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f18a58bd-44c3-4360-8d13-a82dba6e140a · outbound

This paper cites WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct.

Progressive Multimodal Reasoning via Active Retrieval WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.382219Z

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Observation e83ed7b3-980e-4c39-93f3-5c666e486c39 · outbound

This paper cites Let's reward step by step: Step-Level reward model as the Navigators for Reasoning.

Progressive Multimodal Reasoning via Active Retrieval Let's reward step by step: Step-Level reward model as the Navigators for Reasoning

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.400980Z

Source-reported events for the cited work

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Observation a043b842-8c33-4a46-98d3-f46e226d39aa · outbound

This paper cites Improve Mathematical Reasoning in Language Models by Automated Process Supervision.

Progressive Multimodal Reasoning via Active Retrieval Improve Mathematical Reasoning in Language Models by Automated Process Supervision

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.397486Z

Source-reported events for the cited work

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Observation 852db633-b6fb-4160-b3e9-79835f4f5eb7 · outbound

This paper cites Selfcheck: Using llms to zero-shot check their own step-by-step reason- ing.

Progressive Multimodal Reasoning via Active Retrieval Selfcheck: Using llms to zero-shot check their own step-by-step reason- ing

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.408801Z

Source-reported events for the cited work

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Observation 800b2282-8fe6-4d9b-a1a5-d6451c95439a · outbound

This paper cites Self-refine: Iterative refinement with self-feedback.

Progressive Multimodal Reasoning via Active Retrieval Self-refine: Iterative refinement with self-feedback

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.404827Z

Source-reported events for the cited work

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Observation 721a63e7-b15f-42e1-8d80-36f8369de662 · outbound

This paper cites GPT-4 Technical Report.

Progressive Multimodal Reasoning via Active Retrieval GPT-4 Technical Report

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.420377Z

Source-reported events for the cited work

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Observation d63adea0-61dc-4fd9-918e-f7cd635ac196 · outbound

This paper cites an unresolved cited work.

Progressive Multimodal Reasoning via Active Retrieval Unresolved cited work

Reference 69

Resolution: parse uncertain; no resolver link, observed 2026-08-11T11:55:10.412831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b683b5c-d304-46a2-a609-b6e0f35b1d3a · outbound

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

Progressive Multimodal Reasoning via Active Retrieval Gpt-4v (ision) system card

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.433000Z

Source-reported events for the cited work

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Observation fc0e58ee-2a95-47e2-a0a2-a924fdc3de80 · outbound

This paper cites Hello gpt-4o, 2024.

Progressive Multimodal Reasoning via Active Retrieval Hello gpt-4o, 2024

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.424155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53a54aaf-8f29-496b-b31d-0049c0eb4b63 · outbound

This paper cites an unresolved cited work.

Progressive Multimodal Reasoning via Active Retrieval Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.428436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22f6d455-5767-4f3c-8a51-80ea740fcd6b · outbound

This paper cites Puterman.

Progressive Multimodal Reasoning via Active Retrieval Puterman

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:55:11.733306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 564fcccc-b024-4d15-b752-37065ecf48bf · outbound

This paper cites an unresolved cited work.

Progressive Multimodal Reasoning via Active Retrieval Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.440605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f303c277-6fe0-4ebe-b707-b7c8dfa4aad0 · outbound

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

Progressive Multimodal Reasoning via Active Retrieval Learning transferable visual models from natural language supervision

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.456510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0274fb63-2f1a-469a-b6af-85c69378fd57 · outbound

This paper cites We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?.

Progressive Multimodal Reasoning via Active Retrieval We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.448541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01421fb6-8c30-4580-a343-e8bd9400b414 · outbound

This paper cites Making visual sense of oracle bones for you and me.

Progressive Multimodal Reasoning via Active Retrieval Making visual sense of oracle bones for you and me

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:55:11.719472Z

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ee6c3771-71d5-40ee-bb82-db88d7c33948 · outbound

This paper cites Alignment in multimodal interaction: An integrative frame- work.

Progressive Multimodal Reasoning via Active Retrieval Alignment in multimodal interaction: An integrative frame- work

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:55:11.671907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ff6927ee-95ca-46d9-b89f-ed3b271906fc · outbound

This paper cites Manning, Stefano Ermon, and Chelsea Finn.

Progressive Multimodal Reasoning via Active Retrieval Manning, Stefano Ermon, and Chelsea Finn

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:55:11.685120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f8da9cb5-3554-4689-bd2a-6a9713d4de05 · outbound

This paper cites Preventing translation quality deterioration caused by beam search decoding in neural machine translation using statistical machine translation.

Progressive Multimodal Reasoning via Active Retrieval Preventing translation quality deterioration caused by beam search decoding in neural machine translation using statistical machine translation

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:55:11.625208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation bd3d9433-7319-4cf3-9454-dd2003436067 · outbound

This paper cites Deepspeed: System optimizations enable train- ing deep learning models with over 100 billion parameters.

Progressive Multimodal Reasoning via Active Retrieval Deepspeed: System optimizations enable train- ing deep learning models with over 100 billion parameters

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:55:11.658387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 713110fe-f420-488c-adc9-447d43681078 · outbound

This paper cites Beyond chinchilla-optimal: Accounting for in- ference in language model scaling laws.

Progressive Multimodal Reasoning via Active Retrieval Beyond chinchilla-optimal: Accounting for in- ference in language model scaling laws

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:55:11.644748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f35fdca4-065c-4bde-beb7-d4c6c24899cb · outbound

This paper cites Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning.

Progressive Multimodal Reasoning via Active Retrieval Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.491759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1fd56b2-2966-436e-89af-681147815741 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Progressive Multimodal Reasoning via Active Retrieval Proximal Policy Optimization Algorithms

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.483517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5421a56-4e6c-4558-83bf-be6b7075d411 · outbound

This paper cites Rewarding progress: Scaling automated process verifiers for llm reasoning.

Progressive Multimodal Reasoning via Active Retrieval Rewarding progress: Scaling automated process verifiers for llm reasoning

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:55:11.610554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d1fb638b-8eb2-4075-a3ee-44a129f1391a · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Progressive Multimodal Reasoning via Active Retrieval Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.503414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77626caf-2af0-4636-bc1a-8c10cfaf367e · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Progressive Multimodal Reasoning via Active Retrieval DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.499929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d89bcc94-792d-4e9c-a100-6c5abe73b3f0 · outbound

This paper cites Kakade, and Matthias W.

Progressive Multimodal Reasoning via Active Retrieval Kakade, and Matthias W

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:55:11.596908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e744b109-3895-424b-a6b8-9b98f9fea23a · outbound

This paper cites How to Bridge the Gap between Modalities: Survey on Multimodal Large Language Model.

Progressive Multimodal Reasoning via Active Retrieval How to Bridge the Gap between Modalities: Survey on Multimodal Large Language Model

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.507395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bb38e38-f0ba-4874-ba52-3a2ae7177061 · outbound

This paper cites CS-Bench: A Comprehensive Benchmark for Large Language Models towards Computer Science Mastery.

Progressive Multimodal Reasoning via Active Retrieval CS-Bench: A Comprehensive Benchmark for Large Language Models towards Computer Science Mastery

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.511458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f687944-e211-4f18-a770-fd41e1552934 · outbound

This paper cites Retrieval Meets Reasoning: Even High-school Textbook Knowledge Benefits Multimodal Reasoning.

Progressive Multimodal Reasoning via Active Retrieval Retrieval Meets Reasoning: Even High-school Textbook Knowledge Benefits Multimodal Reasoning

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.527099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation add60a98-f20b-4111-9651-4d1da20a7f40 · outbound

This paper cites Beats: Optimizing llm mathematical capabilities with backverify and adaptive disambiguate based efficient tree search.

Progressive Multimodal Reasoning via Active Retrieval Beats: Optimizing llm mathematical capabilities with backverify and adaptive disambiguate based efficient tree search

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:55:11.580494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e894a2fb-97ec-4661-b51c-a5b02b68a3c6 · outbound

This paper cites Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision.

Progressive Multimodal Reasoning via Active Retrieval Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.523196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e87a313-29c3-422b-9590-7e85a51b091b · outbound

This paper cites Htmlrag: Html is bet- ter than plain text for modeling retrieved knowledge in rag systems, 2024.

Progressive Multimodal Reasoning via Active Retrieval Htmlrag: Html is bet- ter than plain text for modeling retrieved knowledge in rag systems, 2024

Reference 99

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:55:11.558482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8e99b3d6-8063-43e7-8cc9-b862653d16b0 · outbound

This paper cites Qwen2.5: A party of foundation models, 2024.

Progressive Multimodal Reasoning via Active Retrieval Qwen2.5: A party of foundation models, 2024

Reference 100

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:55:11.542178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8bfab0d6-2b7c-4cd7-a473-41b76d0b8c08 · outbound

This paper cites Solving math word problems with process- and outcome-based feedback.

Progressive Multimodal Reasoning via Active Retrieval Solving math word problems with process- and outcome-based feedback

Reference 101

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.551060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52457f07-81fa-430e-9472-b5e542fd6608 · outbound

This paper cites Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing.

Progressive Multimodal Reasoning via Active Retrieval Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing

Reference 102

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.543361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61cd0843-986c-4d35-81fb-81ebeedcd5f9 · outbound

This paper cites Solving math word problems with process- and outcome-based feedback, 2022.

Progressive Multimodal Reasoning via Active Retrieval Solving math word problems with process- and outcome-based feedback, 2022

Reference 103

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:55:11.529441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c92ef4ab-f18b-40b1-b926-a11d4760b93d · outbound

This paper cites Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning.

Progressive Multimodal Reasoning via Active Retrieval Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning

Reference 105

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.555629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f058515-8dea-405d-8786-b8c6012bdd76 · outbound

This paper cites Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset.

Progressive Multimodal Reasoning via Active Retrieval Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset

Reference 106

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.560027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74bdc275-6125-4223-bd52-123a7302e6a1 · outbound

This paper cites Le, Ed H.

Progressive Multimodal Reasoning via Active Retrieval Le, Ed H

Reference 107

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:55:11.497845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e3cb1fb4-fd44-46e4-af5a-8cc254de473e · outbound

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

Progressive Multimodal Reasoning via Active Retrieval Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 108

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.568299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24cd192b-10b2-4eae-bd25-aae9eba63a44 · outbound

This paper cites Math- shepherd: Verify and reinforce llms step-by-step without human annotations.

Progressive Multimodal Reasoning via Active Retrieval Math- shepherd: Verify and reinforce llms step-by-step without human annotations

Reference 109

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:55:11.512331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 487b7ae4-3d24-40bd-8c61-c392f46cc050 · outbound

This paper cites Chi, Quoc V.

Progressive Multimodal Reasoning via Active Retrieval Chi, Quoc V

Reference 110

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:55:11.469620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a4150d83-4d47-4a43-ba27-976792713780 · outbound

This paper cites Towards self- improvement of llms via mcts: Leveraging stepwise knowl- edge with curriculum preference learning.

Progressive Multimodal Reasoning via Active Retrieval Towards self- improvement of llms via mcts: Leveraging stepwise knowl- edge with curriculum preference learning

Reference 111

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:55:11.483489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation ef22bbf5-cc1d-4843-a697-055e0af9b851 · inbound

BoostStep: Boosting mathematical capability of Large Language Models via improved single-step reasoning cites this paper.

BoostStep: Boosting mathematical capability of Large Language Models via improved single-step reasoning Progressive Multimodal Reasoning via Active Retrieval

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T21:57:50.703760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52923baa-2771-4d73-a888-f9d0c4101d97 · inbound

Search-o1: Agentic Search-Enhanced Large Reasoning Models cites this paper.

Search-o1: Agentic Search-Enhanced Large Reasoning Models Progressive Multimodal Reasoning via Active Retrieval

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-13T17:36:27.685222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 17695cb5-1572-4c3c-b8d8-e4651a3af7aa · inbound

ReARTeR: Retrieval-Augmented Reasoning with Trustworthy Process Rewarding cites this paper.

ReARTeR: Retrieval-Augmented Reasoning with Trustworthy Process Rewarding Progressive Multimodal Reasoning via Active Retrieval

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T20:35:59.216223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b474680a-689b-4073-a32c-f9a38d7af50b · inbound

Supervising the search process produces reliable and generalizable information-seeking agents cites this paper.

Supervising the search process produces reliable and generalizable information-seeking agents Progressive Multimodal Reasoning via Active Retrieval

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-23T02:22:25.466774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 329a97ff-e381-48f7-941f-71427abb6f5e · inbound

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

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Progressive Multimodal Reasoning via Active Retrieval

Reference 93

Resolution: verified exact; arxiv_id, observed 2026-05-15T17:18:53.759373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e2c9ba99-bc13-4ff1-9252-1054ac3a8b3a · inbound

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models cites this paper.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Progressive Multimodal Reasoning via Active Retrieval

Reference 105

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.356599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 534947a6-a771-46e7-89c1-5c0506bb8b8a · inbound

Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning cites this paper.

Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Progressive Multimodal Reasoning via Active Retrieval

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:03.782011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63fcc778-7833-4f1a-b0c6-251f65ab815f · inbound

EduFlow: Advancing MLLMs' Problem-Solving Proficiency through Multi-Stage, Multi-Perspective Critique cites this paper.

EduFlow: Advancing MLLMs' Problem-Solving Proficiency through Multi-Stage, Multi-Perspective Critique Progressive Multimodal Reasoning via Active Retrieval

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T18:04:53.233561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9570173f-06d9-463c-9556-ba3b7a5d0b1d · inbound

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey cites this paper.

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey Progressive Multimodal Reasoning via Active Retrieval

Reference 142

Resolution: unresolved; no resolver link, observed 2026-08-05T20:28:55.723480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02169047-8cc0-4cab-a987-b17994f2b716 · inbound

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes cites this paper.

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes Progressive Multimodal Reasoning via Active Retrieval

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-07-03T05:57:41.647486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.