Paper Citation Record · LEDGER

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey

As of 10 August 2026, this Paper Citation Record lists 100 of 300 outbound references and 3 inbound Pith citation observations for arXiv:2501.18648.

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

pith.paper-citation-record.v1
2501.18648 v2

Coverage vector

measured 100 of 300 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T04:36:37.393483Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:28:56.015260Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T14:14:55.612445Z

Reference resolution

100 of 300 outbound references displayed

verified exact2
verified fuzzy0
unresolved98
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 94d0501c-c7b6-4496-bedb-c82058bfdcd7 · outbound

This paper cites Data aug- mentation techniques in time series domain: a survey and taxonomy.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Data aug- mentation techniques in time series domain: a survey and taxonomy

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20bd4bed-e38f-4823-824d-d3e311f414ef · outbound

This paper cites A survey on image data augmentation for deep learning.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey A survey on image data augmentation for deep learning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:36.889081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b01d5ada-6bf2-4c3e-ac15-12d20e9640d5 · outbound

This paper cites Learning to compose domain-specific transformations for data augmentation.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Learning to compose domain-specific transformations for data augmentation

Reference 3

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Source-reported events for the cited work

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Observation b26f48a1-fb4c-4c98-9440-e59df99fe6b4 · outbound

This paper cites Data augmentation: A comprehensive survey of modern approaches.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Data augmentation: A comprehensive survey of modern approaches

Reference 4

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Source-reported events for the cited work

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Observation 65bc3357-0870-4050-a371-68321bc4a7d5 · outbound

This paper cites An empirical survey of data augmentation for time series classification with neural networks.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey An empirical survey of data augmentation for time series classification with neural networks

Reference 5

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Observation 69544c12-a2d4-4e00-9be4-f5b29c07e2ca · outbound

This paper cites A review: Data pre-processing and data augmentation techniques.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey A review: Data pre-processing and data augmentation techniques

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:36.910502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23dfb845-987a-42cb-ae4e-9133f8a8eedc · outbound

This paper cites Data augmentation in natural language processing: a novel text generation approach for long and short text classifiers.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Data augmentation in natural language processing: a novel text generation approach for long and short text classifiers

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:36.916917Z

Source-reported events for the cited work

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Observation ac373589-e0e0-4b5a-a2da-78972ce89953 · outbound

This paper cites Data augmentation for object detection: A review.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Data augmentation for object detection: A review

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:36.922131Z

Source-reported events for the cited work

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Observation 1656c9c8-34cb-4acc-b7bb-3aaee5d37680 · outbound

This paper cites Toward text data augmentation for sentiment analysis.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Toward text data augmentation for sentiment analysis

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1b250b3-82a4-481d-845d-12d74d746c04 · outbound

This paper cites Incorporating noise robustness in speech command recognition by noise augmentation of training data.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Incorporating noise robustness in speech command recognition by noise augmentation of training data

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:36.932916Z

Source-reported events for the cited work

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Observation 6c546a1b-7839-4b22-bcd0-701a925fd8ee · outbound

This paper cites Look once to hear: Target speech hearing with noisy examples.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Look once to hear: Target speech hearing with noisy examples

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:36.937860Z

Source-reported events for the cited work

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Observation 3ec26437-5cca-4fa3-a71c-013d6283463c · outbound

This paper cites Perception and sensing for autonomous vehicles under adverse weather conditions: A survey.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Perception and sensing for autonomous vehicles under adverse weather conditions: A survey

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:36.942752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44d4164b-6f92-4d7a-9b79-409a3bf233fd · outbound

This paper cites Safe traffic sign recognition through data augmentation for autonomous vehicles software.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Safe traffic sign recognition through data augmentation for autonomous vehicles software

Reference 13

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Source-reported events for the cited work

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Observation aeeb538b-4661-475d-92d7-3e5b9b28a6c9 · outbound

This paper cites Medical image synthesis for data augmentation and anonymization using generative adversarial networks.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Medical image synthesis for data augmentation and anonymization using generative adversarial networks

Reference 14

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Source-reported events for the cited work

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Observation 0b48cd95-74fd-4f39-94ad-1ebdb353cf5a · outbound

This paper cites A review of medical image data augmentation techniques for deep learning applications.Journal of Medical Imaging and Radiation Oncology, 65(5):545–563, 2021.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey A review of medical image data augmentation techniques for deep learning applications.Journal of Medical Imaging and Radiation Oncology, 65(5):545–563, 2021

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffbb7c91-e59f-417c-a1d2-cb3347b4b00f · outbound

This paper cites To augment or not to augment? a comparative study on text augmentation techniques for low-resource nlp.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey To augment or not to augment? a comparative study on text augmentation techniques for low-resource nlp

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:36.962899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6eb9db6-a210-4066-83fc-3733966f8f9b · outbound

This paper cites An empirical survey of data augmentation for limited data learning in nlp.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey An empirical survey of data augmentation for limited data learning in nlp

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:36.967816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e70e85cb-7f39-4938-a2ca-adf29bf514b5 · outbound

This paper cites A survey on face data augmentation for the training of deep neural networks.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey A survey on face data augmentation for the training of deep neural networks

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:36.972680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3781bc13-09fe-446d-a57b-804a6e91993d · outbound

This paper cites Data augmentation using llms: Data perspectives, learning paradigms and challenges.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Data augmentation using llms: Data perspectives, learning paradigms and challenges

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:36.977773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f981ae2a-9272-418b-bcd4-aabf4b8a2005 · outbound

This paper cites Generative pre-trained transformer (gpt) in research: A systematic review on data augmentation.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Generative pre-trained transformer (gpt) in research: A systematic review on data augmentation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:36.982770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4c3769f-f12c-4f90-a753-1620f27d0569 · outbound

This paper cites A survey of knowledge enhanced pre-trained language models.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey A survey of knowledge enhanced pre-trained language models

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7069f3ff-85e4-41dd-938e-12130db40877 · outbound

This paper cites Data aug- mentation techniques for machine learning applied to optical spectroscopy datasets in agrifood applications: A comprehensive review.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Data aug- mentation techniques for machine learning applied to optical spectroscopy datasets in agrifood applications: A comprehensive review

Reference 22

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94144259-c452-47de-ade0-308dff5e95d1 · outbound

This paper cites Speech recognition utilizing deep learning: A systematic review of the latest developments.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Speech recognition utilizing deep learning: A systematic review of the latest developments

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 047f96a9-2391-4926-b513-b54fab76ed98 · outbound

This paper cites Data augmentation and deep learning methods in sound classification: A systematic review.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Data augmentation and deep learning methods in sound classification: A systematic review

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.005219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e211e99-4f1e-48de-bc6c-6631d6603018 · outbound

This paper cites A survey of text data augmentation.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey A survey of text data augmentation

Reference 25

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a98588ea-9db6-47de-9db7-3847882f0d71 · outbound

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Survey on videos data augmentation for deep learning models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.015809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22afe267-0dcc-4ff7-8be7-07b0fbbba6f9 · outbound

This paper cites A survey on data augmentation for text classification.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey A survey on data augmentation for text classification

Reference 27

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4ba067a-8f49-467d-b3c6-70d28121070e · outbound

This paper cites Image data augmentation approaches: A comprehensive survey and future directions.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Image data augmentation approaches: A comprehensive survey and future directions

Reference 28

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Source-reported events for the cited work

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Observation b279c55f-c18b-411e-96fa-36716654ebe6 · outbound

This paper cites Advancements in data augmentation and transfer learning: A comprehensive survey to address data scarcity challenges.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Advancements in data augmentation and transfer learning: A comprehensive survey to address data scarcity challenges

Reference 29

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Source-reported events for the cited work

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Observation 85ef3018-772c-4e36-be50-720de1cf302b · outbound

This paper cites A survey of synthetic data augmentation methods in machine vision.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey A survey of synthetic data augmentation methods in machine vision

Reference 30

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Observation 64c7f8ed-f1b6-4290-ba28-baee0b8c38bd · outbound

This paper cites Data augmentation using conditional generative adversarial networks for robust speech recognition.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Data augmentation using conditional generative adversarial networks for robust speech recognition

Reference 31

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Source-reported events for the cited work

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Observation 812a16ff-185c-428a-96de-98b1c32daeb4 · outbound

This paper cites Data augmentation using generative adversarial networks for robust speech recognition.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Data augmentation using generative adversarial networks for robust speech recognition

Reference 32

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Observation 4f9ad1ec-e938-4979-ab92-8d86744c1885 · outbound

This paper cites Generative adversarial networks for speech processing: A review.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Generative adversarial networks for speech processing: A review

Reference 33

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Observation 42ed4e35-1a8a-418d-b404-a16de0ce5541 · outbound

This paper cites How-to conduct a systematic literature review: A quick guide for computer science research.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey How-to conduct a systematic literature review: A quick guide for computer science research

Reference 34

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Guiding principles for ethical research, n.d

Reference 35

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Colour retinal image enhancement based on domain knowledge

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Gray and color image contrast enhancement by the curvelet transform

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Image enhancement by histogram hyperbolization

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Digital image enhancement and noise filtering by use of local statistics

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Real-time image enhancement techniques

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Feature-oriented image enhancement using shock filters

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Image enhancement using fuzzy set

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Super-resolution image reconstruction: a technical overview

Reference 43

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Accurate camera calibration for off-line, video-based augmented reality

Reference 44

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey A statistical approach to material classification using image patch exemplars

Reference 45

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Jittering reduction in marker-based augmented reality systems

Reference 46

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Transform image enhancement

Reference 47

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Camera identification from cropped and scaled images

Reference 48

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Image enhancement by nonlinear extrapolation in frequency space

Reference 49

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey A text-to-picture synthesis system for augmenting communication

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.138683Z

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Semantic representations of near-synonyms for automatic lexical choice

Reference 51

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Source-reported events for the cited work

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Word sense disambiguation with pictures

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.148422Z

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Text classification by augmenting the bag-of-words representation with redundancy-compensated bigrams

Reference 53

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Addition–deletion networks

Reference 54

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Source-reported events for the cited work

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This paper cites Are good texts always better? interactions of text coherence, background knowledge, and levels of understanding in learning from text.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Are good texts always better? interactions of text coherence, background knowledge, and levels of understanding in learning from text

Reference 55

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Missing inaction: the dangers of ignoring missing data

Reference 56

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Observation 0fe8770a-c501-4df3-90a4-29f580b48d33 · outbound

This paper cites Techniques for automatically correcting words in text.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Techniques for automatically correcting words in text

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.173447Z

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey An augmented template-based approach to text realization

Reference 58

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Observation 6a8205ec-b85d-44a5-9935-364ac6061e59 · outbound

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Scene text extraction and translation for handheld devices

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.183331Z

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Observation f51130ce-83e6-459e-b0fc-e0630a9dd286 · outbound

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Augmenting the power of lsi in text retrieval: Singular value rescaling

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.188607Z

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Observation 7f78fc6c-2303-47e7-8799-8b34c9d84090 · outbound

This paper cites The proper place of men and machines in language translation.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey The proper place of men and machines in language translation

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.194122Z

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Observation b29a1f95-5189-4d32-bc61-34e6b7ac6288 · outbound

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Embedding web-based statistical translation models in cross-language information retrieval

Reference 62

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Observation f764078f-f7fd-4fb1-ba20-082ce830bde4 · outbound

This paper cites A technical word-and term-translation aid using noisy parallel corpora across language groups.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey A technical word-and term-translation aid using noisy parallel corpora across language groups

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.204671Z

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Observation caf2b31b-d28b-446a-b3f2-405c6ce696dc · outbound

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Iterative clustering of high dimensional text data augmented by local search

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.210201Z

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Observation 1df9d0f5-65cb-41d9-9e85-cefb82e68153 · outbound

This paper cites Augmented audio reality: Telepresence/vr hybrid acoustic environments.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Augmented audio reality: Telepresence/vr hybrid acoustic environments

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.215357Z

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Observation 42897cc0-5516-46e4-94ed-d98d133e5635 · outbound

This paper cites Vocal cord augmentation with autogenous fat.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Vocal cord augmentation with autogenous fat

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.220186Z

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Observation 6b01ec0d-1268-4c79-8737-fb9ee07b3ad1 · outbound

This paper cites Audio and visually augmented teleconferencing.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Audio and visually augmented teleconferencing

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.225307Z

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Observation ef72fd8c-b6d2-4a92-9412-4f156063c2f0 · outbound

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Ackerman, and Debby Hindus

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.230099Z

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Observation d30e73a8-294e-48d7-a27e-2f431bf18d8e · outbound

This paper cites Can the lombard effect be used to improve low voice intensity in parkinson’s disease? European Journal of Disorders of Communication , 27(2):121–127, 1992.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Can the lombard effect be used to improve low voice intensity in parkinson’s disease? European Journal of Disorders of Communication , 27(2):121–127, 1992

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.235099Z

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Observation 32902113-038e-4a72-b45f-6e7cbd72e8a6 · outbound

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Speech perception, localization, and lateralization with bilateral cochlear implants

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.239690Z

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Observation 7e7c8182-2a5d-41a7-baab-7d5730cb3611 · outbound

This paper cites Improving performance in noise for hearing aids and cochlear implants using coherent modulation filtering.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Improving performance in noise for hearing aids and cochlear implants using coherent modulation filtering

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.244655Z

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Observation 4d824749-df9e-4229-9065-ec4133a6bfbc · outbound

This paper cites Speech recognition for a humanoid with motor noise utilizing missing feature theory.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Speech recognition for a humanoid with motor noise utilizing missing feature theory

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.249717Z

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Observation 80b8c125-affd-40cb-b290-e20e686ed734 · outbound

This paper cites Augmented reality audio for mobile and wearable appliances.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Augmented reality audio for mobile and wearable appliances

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.254610Z

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Observation 61b3996c-e4c7-4e28-bf19-f9ae3f4af0e4 · outbound

This paper cites Power supply noise in analog audio class d amplifiers.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Power supply noise in analog audio class d amplifiers

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.259505Z

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Observation b7b396fc-ee80-4798-a315-eb60b9c05f85 · outbound

This paper cites Deep convolutional neural network based medical image classification for disease diagnosis.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Deep convolutional neural network based medical image classification for disease diagnosis

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.264379Z

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Observation 25e9b7e2-f5c9-4c1f-be9a-6c3398ab068f · outbound

This paper cites Going deep in medical image analysis: concepts, methods, challenges, and future directions.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Going deep in medical image analysis: concepts, methods, challenges, and future directions

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.269219Z

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Observation ea5177f1-14c0-444e-98ed-48c19828a46d · outbound

This paper cites Adversarial differentiable data augmentation for autonomous systems.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Adversarial differentiable data augmentation for autonomous systems

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.274303Z

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Observation 11a311c2-d345-4bf3-a521-b44d9567cfa4 · outbound

This paper cites Data augmentation for deep learning based semantic segmentation and crop-weed classification in agricultural robotics.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Data augmentation for deep learning based semantic segmentation and crop-weed classification in agricultural robotics

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.279774Z

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Observation f338ce1e-4f3a-4453-9a37-0b07c3278872 · outbound

This paper cites DAGAM: Data Augmentation with Generation And Modification.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey DAGAM: Data Augmentation with Generation And Modification

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.284791Z

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Observation 7ae1d42d-27a9-4f11-a1f6-dd6f5df6df43 · outbound

This paper cites Generative AI in Agriculture: Creating Image Datasets Using DALL.E's Advanced Large Language Model Capabilities.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Generative AI in Agriculture: Creating Image Datasets Using DALL.E's Advanced Large Language Model Capabilities

Reference 80

Resolution: verified exact; local_arxiv, observed 2026-08-10T04:36:40.551209Z

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Observation 66cda6a2-0cf3-4af4-8763-b9000de2769f · outbound

This paper cites Synthetic data generation for tabular health records: A systematic review.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Synthetic data generation for tabular health records: A systematic review

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.296356Z

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Observation ef86f27d-84d5-4c4d-bfe1-1b3f042ebc67 · outbound

This paper cites Data augmentation for medical imaging: A systematic literature review.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Data augmentation for medical imaging: A systematic literature review

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.301684Z

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Observation c848dc83-e0e6-4821-8644-be026470ab82 · outbound

This paper cites Multi-modal llms in agriculture: A comprehensive review.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Multi-modal llms in agriculture: A comprehensive review

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.306903Z

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Observation 1859460f-82db-41c6-bd72-383f27b9a4bf · outbound

This paper cites Research on data augmentation for image classification based on convolution neural networks.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Research on data augmentation for image classification based on convolution neural networks

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.312065Z

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Observation 7cf4a101-8fd4-4295-8906-671ef30ae74d · outbound

This paper cites Data augmentation and generative machine learning on the cloud platform.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Data augmentation and generative machine learning on the cloud platform

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.317193Z

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Observation f99bdc6d-2f1f-4985-aa55-124ffe2e1be6 · outbound

This paper cites Data augmentation using deep generative models for embedding based speaker recognition.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Data augmentation using deep generative models for embedding based speaker recognition

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.322050Z

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Observation 93ce9540-afb3-4093-bf4a-d7df71200239 · outbound

This paper cites Statistical Augmentation of a Chinese Machine-Readable Dictionary.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Statistical Augmentation of a Chinese Machine-Readable Dictionary

Reference 87

Resolution: verified exact; local_arxiv, observed 2026-08-10T04:36:40.524795Z

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Observation 25744ac4-66a5-4abf-bf79-8ed70b2a9c03 · outbound

This paper cites A comparison of id3 and backpropagation for english text-to-speech mapping.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey A comparison of id3 and backpropagation for english text-to-speech mapping

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.332059Z

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Observation 5b0ba7af-0f83-4446-9faf-6b1d4923bf61 · outbound

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Unresolved cited work

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.336892Z

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Observation 5ef8e37c-f0ff-4371-8ae0-70c261709fb3 · outbound

This paper cites Srl-aco: A text augmentation framework based on semantic role labeling and ant colony optimization.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Srl-aco: A text augmentation framework based on semantic role labeling and ant colony optimization

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.341637Z

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Observation 24e63926-3e4d-468b-a93e-1c35a2c781f9 · outbound

This paper cites From theories on styles to their transfer in text: Bridging the gap with a hierarchical survey.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey From theories on styles to their transfer in text: Bridging the gap with a hierarchical survey

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.346759Z

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Observation 8662a7b1-9908-44b4-b1d8-d66254b59665 · outbound

This paper cites Summary of chatgpt-related research and perspective towards the future of large language models.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Summary of chatgpt-related research and perspective towards the future of large language models

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.351795Z

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Observation 25ef9681-2fbe-4811-8d35-af8604763111 · outbound

This paper cites Survey on deep neural networks in speech and vision systems.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Survey on deep neural networks in speech and vision systems

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.357623Z

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Observation 7fa32c4f-8dbe-4dab-a294-3ee124a44298 · outbound

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Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Unresolved cited work

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.363135Z

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Observation abd27d9c-19ff-481e-8596-2c3c65e3ebca · outbound

This paper cites Automated building damage assessment and large-scale mapping by integrating satellite imagery, gis, and deep learning.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Automated building damage assessment and large-scale mapping by integrating satellite imagery, gis, and deep learning

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.368046Z

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Observation e117fe4c-cbf5-48d1-9a64-f181e685b8ac · outbound

This paper cites Machine learning for advanced emission monitoring and reduction strategies in fossil fuel power plants.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey Machine learning for advanced emission monitoring and reduction strategies in fossil fuel power plants

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.373656Z

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Observation 8a93cebc-465f-4130-8bcd-1fd05bad4371 · outbound

This paper cites A review on large language models: Architectures, applications, taxonomies, open issues and challenges.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey A review on large language models: Architectures, applications, taxonomies, open issues and challenges

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.378456Z

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Observation c7d05b4c-179d-4d19-aedf-b3ae5ddff980 · outbound

This paper cites A comparison on data augmentation methods based on deep learning for audio classification.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey A comparison on data augmentation methods based on deep learning for audio classification

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.383521Z

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Observation 6fcc3640-d25c-4f29-83d7-16ef18effa2c · outbound

This paper cites A study on data augmentation in voice anti-spoofing.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey A study on data augmentation in voice anti-spoofing

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.388689Z

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Observation 052846a0-90c6-4626-aa5d-9913de8dbf8d · outbound

This paper cites On the analysis of data augmentation methods for spectral imaged based heart sound classification using convolutional neural networks.

Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey On the analysis of data augmentation methods for spectral imaged based heart sound classification using convolutional neural networks

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-10T04:36:37.393483Z

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Pith citing papers

Observation 763b5aaf-b75e-4ada-8887-4dfad38ffd6c · inbound

SafeTrans: LLM-assisted Transpilation from C to Rust cites this paper.

SafeTrans: LLM-assisted Transpilation from C to Rust Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-22T14:14:55.616435Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 80ddc295-914b-43f5-864b-888679f4acd2 · inbound

Breaking the Barriers of Text-Hungry and Audio-Deficient AI cites this paper.

Breaking the Barriers of Text-Hungry and Audio-Deficient AI Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey

Reference 112

Resolution: unresolved; no resolver link, observed 2026-08-07T11:28:56.015260Z

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Observation 73b99071-00fa-46f8-a614-09d889d6ee33 · inbound

ORBIT: Guided Agentic Orchestration for Autonomous C-to-Rust Transpilation cites this paper.

ORBIT: Guided Agentic Orchestration for Autonomous C-to-Rust Transpilation Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey

Reference 56

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:46:05.073472Z

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