MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing | Paper Citation Record

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This paper cites write newline.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing write newline

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Observation 977fd4ea-3fb2-4efe-bb5c-951cfca46ad5 · outbound

This paper cites MusicLM: Generating Music From Text.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing MusicLM: Generating Music From Text

Reference 2

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This paper cites Homogenization effects of large language models on human creative ideation.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Homogenization effects of large language models on human creative ideation

Reference 3

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This paper cites METEOR : An automatic metric for MT evaluation with improved correlation with human judgments.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing METEOR : An automatic metric for MT evaluation with improved correlation with human judgments

Reference 4

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This paper cites Toward good practice in thematic analysis: Avoiding common problems and be (com) ing a knowing researcher.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Toward good practice in thematic analysis: Avoiding common problems and be (com) ing a knowing researcher

Reference 5

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Observation aa5f7822-3359-400a-b144-e31ef21c4317 · outbound

This paper cites Explainable ai and music.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Explainable ai and music

Reference 6

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This paper cites Can ai writing be salvaged? mitigating idiosyncrasies and improving human-ai alignment in the writing process through edits.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Can ai writing be salvaged? mitigating idiosyncrasies and improving human-ai alignment in the writing process through edits

Reference 7

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Observation a6fb02f4-5833-4552-973c-20a7b5818dc8 · outbound

This paper cites Text2fx: Harnessing clap embeddings for text-guided audio effects.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Text2fx: Harnessing clap embeddings for text-guided audio effects

Reference 8

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Observation dc4a4964-b84e-4bb8-a0a2-0d7681827d4a · outbound

This paper cites Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models

Reference 9

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Observation e2d8a8f6-4e13-4b49-b7fd-bacaaa01264f · outbound

This paper cites Towards Responsible AI Music: an Investigation of Trustworthy Features for Creative Systems.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Towards Responsible AI Music: an Investigation of Trustworthy Features for Creative Systems

Reference 10

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This paper cites The mix evaluation dataset.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing The mix evaluation dataset

Reference 11

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Observation ca96b94d-dd42-45ef-81e0-f6ca7dc1dd54 · outbound

This paper cites On the development and practice of ai technology for contemporary popular music production.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing On the development and practice of ai technology for contemporary popular music production

Reference 12

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Observation f8b94977-311d-4106-acd9-def9523008db · outbound

This paper cites Pengi: An audio language model for audio tasks.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Pengi: An audio language model for audio tasks

Reference 13

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This paper cites ADIFF: Explaining audio difference using natural language.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing ADIFF: Explaining audio difference using natural language

Reference 14

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Observation 4a745aff-2d81-4642-b605-68768926d097 · outbound

This paper cites Jukebox: A Generative Model for Music.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Jukebox: A Generative Model for Music

Reference 15

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This paper cites Clotho: An audio captioning dataset.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Clotho: An audio captioning dataset

Reference 16

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This paper cites Clap learning audio concepts from natural language supervision.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Clap learning audio concepts from natural language supervision

Reference 17

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Observation 7045aa9f-f486-4812-9f92-b8c4bcc88b0f · outbound

This paper cites The collaborative music producer: a comparative study of integrated and separated mixing methods.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing The collaborative music producer: a comparative study of integrated and separated mixing methods

Reference 18

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Observation 3fc1f6c6-6fcf-4a69-b045-1d2c67c5425e · outbound

This paper cites Redefining the user in human-generative ai collaboration: Insights from music composition.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Redefining the user in human-generative ai collaboration: Insights from music composition

Reference 19

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This paper cites Negotiating the swamp: the opportunity and challenge of reflexivity in research practice.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Negotiating the swamp: the opportunity and challenge of reflexivity in research practice

Reference 20

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Observation b0c51f11-1f3f-4823-82cb-2b56c56ada08 · outbound

This paper cites Fsd50k: an open dataset of human-labeled sound events.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Fsd50k: an open dataset of human-labeled sound events

Reference 21

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This paper cites Exploring the Collaborative Co-Creation Process with AI: A Case Study in Novice Music Production.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Exploring the Collaborative Co-Creation Process with AI: A Case Study in Novice Music Production

Reference 22

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This paper cites The Ethics of Advanced AI Assistants.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing The Ethics of Advanced AI Assistants

Reference 23

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This paper cites LLark: A Multimodal Instruction-Following Language Model for Music.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing LLark: A Multimodal Instruction-Following Language Model for Music

Reference 24

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This paper cites Audio set: An ontology and human-labeled dataset for audio events.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Audio set: An ontology and human-labeled dataset for audio events

Reference 25

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This paper cites Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities

Reference 26

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This paper cites AST: Audio Spectrogram Transformer.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing AST: Audio Spectrogram Transformer

Reference 27

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This paper cites Listen, Think, and Understand.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Listen, Think, and Understand

Reference 28

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This paper cites A Survey on LLM-as-a-Judge.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing A Survey on LLM-as-a-Judge

Reference 29

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This paper cites Computer support for collaborative data analysis: augmenting paper affinity diagrams.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Computer support for collaborative data analysis: augmenting paper affinity diagrams

Reference 30

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

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Lora: Low-rank adaptation of large language models

Reference 31

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This paper cites Evaluating Creativity in Computational Co-Creative Systems.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Evaluating Creativity in Computational Co-Creative Systems

Reference 32

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This paper cites Audiocaps: Generating captions for audios in the wild.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Audiocaps: Generating captions for audios in the wild

Reference 33

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This paper cites Applications, challenges, and future directions of human-in-the-loop learning.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Applications, challenges, and future directions of human-in-the-loop learning

Reference 34

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This paper cites Evaluation of algorithms using games: The case of music tagging.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Evaluation of algorithms using games: The case of music tagging

Reference 35

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This paper cites The pro-am revolution: How enthusiasts are changing our society and economy, 2004.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing The pro-am revolution: How enthusiasts are changing our society and economy, 2004

Reference 36

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This paper cites GRAFX: An Open-Source Library for Audio Processing Graphs in PyTorch.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing GRAFX: An Open-Source Library for Audio Processing Graphs in PyTorch

Reference 37

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This paper cites LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods

Reference 38

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This paper cites MERT: Acoustic Music Understanding Model with Large-Scale Self-supervised Training.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing MERT: Acoustic Music Understanding Model with Large-Scale Self-supervised Training

Reference 39

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This paper cites From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview

Reference 40

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This paper cites ROUGE : A package for automatic evaluation of summaries.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing ROUGE : A package for automatic evaluation of summaries

Reference 41

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This paper cites Clotho-aqa: A crowdsourced dataset for audio question answering.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Clotho-aqa: A crowdsourced dataset for audio question answering

Reference 42

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Observation fadce3bf-d127-46b0-b838-29a839817b80 · outbound

This paper cites Music understanding llama: Advancing text-to-music generation with question answering and captioning.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Music understanding llama: Advancing text-to-music generation with question answering and captioning

Reference 43

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Observation 1208b954-021c-442a-ba0b-6d174148dcfe · outbound

This paper cites DDSP-SFX: Acoustically-guided sound effects generation with differentiable digital signal processing.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing DDSP-SFX: Acoustically-guided sound effects generation with differentiable digital signal processing

Reference 44

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Observation db1d269b-c6c3-421d-b787-09088e13e796 · outbound

This paper cites The role of collaboration, creativity, and embodiment in ai learning experiences.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing The role of collaboration, creativity, and embodiment in ai learning experiences

Reference 45

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Observation 81880377-5553-492a-b0e9-4c8d78418a87 · outbound

This paper cites MuseCoco: Generating Symbolic Music from Text.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing MuseCoco: Generating Symbolic Music from Text

Reference 46

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Observation ad04b991-b5a6-49d1-b401-6bb3b7f1eb1d · outbound

This paper cites GETMusic: Generating Any Music Tracks with a Unified Representation and Diffusion Framework.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing GETMusic: Generating Any Music Tracks with a Unified Representation and Diffusion Framework

Reference 47

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This paper cites Audio-CoT: Exploring Chain-of-Thought Reasoning in Large Audio Language Model.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Audio-CoT: Exploring Chain-of-Thought Reasoning in Large Audio Language Model

Reference 48

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Observation c0e75b30-a7ed-494a-87a2-ccb99154e932 · outbound

This paper cites A deep learning approach to intelligent drum mixing with the wave-u-net.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing A deep learning approach to intelligent drum mixing with the wave-u-net

Reference 49

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Observation 01c3806a-0dc4-464a-8cf6-26caf8c014a8 · outbound

This paper cites Design considerations for real-time collaboration with creative artificial intelligence.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Design considerations for real-time collaboration with creative artificial intelligence

Reference 50

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Observation 86663572-2a17-427b-b5bc-2a668b181d59 · outbound

This paper cites The artist in the machine: The world of AI-powered creativity.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing The artist in the machine: The world of AI-powered creativity

Reference 51

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This paper cites An automated approach to the application of reverberation.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing An automated approach to the application of reverberation

Reference 52

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This paper cites AI Music Mixing Systems.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing AI Music Mixing Systems

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:12:09.341487Z

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This paper cites Approaches in intelligent music production.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Approaches in intelligent music production

Reference 54

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This paper cites Meanings of tools, support, and uses for creative design processes.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Meanings of tools, support, and uses for creative design processes

Reference 55

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Observation 6db55d42-a3a3-45f5-a067-21af94a73c03 · outbound

This paper cites Collaborative artificial intelligence in music production.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Collaborative artificial intelligence in music production

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:12:08.971498Z

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This paper cites Reflexivity and research methodology: A second glance.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Reflexivity and research methodology: A second glance

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:12:08.833397Z

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Observation de8ebac5-132d-4a84-b647-c5397cc3b3d1 · outbound

This paper cites B leu: a method for automatic evaluation of machine translation.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing B leu: a method for automatic evaluation of machine translation

Reference 58

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Observation e3fcb99c-b697-43a4-b9c1-d4ee0384303f · outbound

This paper cites End-to-end speech recognition: A survey.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing End-to-end speech recognition: A survey

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:12:08.645789Z

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Observation a13a1bb1-23c4-4a73-a085-35337b3a85d6 · outbound

This paper cites Robust speech recognition via large-scale weak supervision.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Robust speech recognition via large-scale weak supervision

Reference 60

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This paper cites Vygotsky’s creativity options and ideas in 21st-century technology-enhanced learning design.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Vygotsky’s creativity options and ideas in 21st-century technology-enhanced learning design

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:12:08.514684Z

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This paper cites A survey of evaluation metrics used for nlg systems.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing A survey of evaluation metrics used for nlg systems

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:12:08.362763Z

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Observation 05106c62-5b8e-452a-8d0c-11a521f84379 · outbound

This paper cites Knowledge-based programming for music research, volume 13.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Knowledge-based programming for music research, volume 13

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:12:08.203647Z

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Observation 9d3edc35-646e-47c5-9c4c-a057b3f5f181 · outbound

This paper cites Creativity support tools.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Creativity support tools

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:12:08.095819Z

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Observation 217c5ab0-c47d-4d93-aee6-bd82ae06482e · outbound

This paper cites Qualitative psychology: A practical guide to research methods.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Qualitative psychology: A practical guide to research methods

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:12:07.963764Z

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Observation 800d1772-1e90-43b1-8287-430465b047ae · outbound

This paper cites Towards enhancing ecological validity in user studies: a systematic review of guidelines and implications for qoe research.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Towards enhancing ecological validity in user studies: a systematic review of guidelines and implications for qoe research

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:12:07.880234Z

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Observation 7d5575b2-01f3-4eb4-a3fa-4d900719bd18 · outbound

This paper cites SALMONN: Towards Generic Hearing Abilities for Large Language Models.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing SALMONN: Towards Generic Hearing Abilities for Large Language Models

Reference 67

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Observation 2801007f-13b0-4f4a-aa64-d4b71465d35c · outbound

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

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing LLaMA: Open and Efficient Foundation Language Models

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-06T19:12:05.344846Z

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Observation 1b085716-3972-47ea-a181-175ef34fd5ce · outbound

This paper cites Towards a human-centric design framework for ai assisted music production.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Towards a human-centric design framework for ai assisted music production

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:12:07.753228Z

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Observation d31e843a-7704-4fdf-af99-653d5f4b48ba · outbound

This paper cites The think aloud method: a practical approach to modelling cognitive.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing The think aloud method: a practical approach to modelling cognitive

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:12:07.626506Z

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Observation 8916cde3-5fd1-4a46-baaf-e1cc9efbf771 · outbound

This paper cites Adoption of AI Technology in the Music Mixing Workflow : An Investigation.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Adoption of AI Technology in the Music Mixing Workflow : An Investigation

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:12:07.503154Z

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Observation 32ae2ff7-cd1a-4ce6-975e-51115e63e5e0 · outbound

This paper cites Improving llm-as-a-judge inference with the judgment distribution.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Improving llm-as-a-judge inference with the judgment distribution

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-06T19:12:05.565363Z

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This paper cites Systematic Evaluation of LLM-as-a-Judge in LLM Alignment Tasks: Explainable Metrics and Diverse Prompt Templates.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Systematic Evaluation of LLM-as-a-Judge in LLM Alignment Tasks: Explainable Metrics and Diverse Prompt Templates

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-06T19:12:05.596485Z

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Unavailable: canonical work link unavailable.

Observation b36e0ac9-fd24-4eed-b00d-53c96c9ea2e4 · outbound

This paper cites Audio-reasoner: Improving reasoning capability in large audio language models.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Audio-reasoner: Improving reasoning capability in large audio language models

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-06T19:12:05.703089Z

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Observation 684e6f44-2856-48d3-8391-c3849f981677 · outbound

This paper cites MusicBERT: Symbolic Music Understanding with Large-Scale Pre-Training.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing MusicBERT: Symbolic Music Understanding with Large-Scale Pre-Training

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-06T19:12:05.761561Z

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Unavailable: canonical work link unavailable.

Observation e1e2b072-1d94-4f51-92a5-9d8bebc762f7 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing BERTScore: Evaluating Text Generation with BERT

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-06T19:12:05.813866Z

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Unavailable: canonical work link unavailable.

Observation a93636fe-80ae-4aa3-893f-c63336439c71 · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Judging llm-as-a-judge with mt-bench and chatbot arena

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-06T19:12:05.870502Z

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Unavailable: canonical work link unavailable.

Observation 317d27d0-9653-4bc7-b678-f95ecf74adcc · outbound

This paper cites ProSA: Assessing and Understanding the Prompt Sensitivity of LLMs.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing ProSA: Assessing and Understanding the Prompt Sensitivity of LLMs

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-06T19:12:05.908000Z

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Unavailable: canonical work link unavailable.

Observation 0c3ada5d-f6dd-497e-b523-531c713afdbf · outbound

This paper cites @esa (Ref.

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing @esa (Ref

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-06T19:12:05.982526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a1f4798-232f-4628-9eaa-c6b9cb863140 · outbound

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MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-06T19:12:06.073013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0cf5561-767f-46db-b8e0-39de6c22670d · outbound

This paper cites We report the percentage of times each model was ranked \#1 by various judges and the average rank (lower is better).

MixAssist: An Audio-Language Dataset for Co-Creative AI Assistance in Music Mixing We report the percentage of times each model was ranked \#1 by various judges and the average rank (lower is better)

Reference 81

Resolution: malformed identifier; no resolver link, observed 2026-08-06T19:12:06.105833Z

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Unavailable: canonical work link unavailable.

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Pith citing papers