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Layer Mismatch: A Structural Account Of Recomputability Failure Under Modulation-Layer Intervention, Griselda Poe
Layer Mismatch: A Structural Account Of Recomputability Failure Under Modulation-Layer Intervention, Griselda Poe
Publications and Research
This paper specifies the state transition sequence that occurs when a Modulation-layer input is applied to a Core-layer error. Following the layered architecture established in Poe (2026a, under review) and the branch termination protocol specified in Poe (2026b, under review), this paper identifies a system-level failure mode in which Modulation-layer intervention generates a False Termination signal, halting Structural Return while the underlying error persists. The resulting state—Structural Lock—is scale-independent. It operates identically across interpersonal, human-AI, and multi-agent interactions. No agent-level attribution is required or implied.
Why General Ai Inherited The Body: A Structural Account Of Embodied Modulation Under Monolithic Imitation, Griselda Poe
Why General Ai Inherited The Body: A Structural Account Of Embodied Modulation Under Monolithic Imitation, Griselda Poe
Publications and Research
General AI has pursued the replication of human-level intelligence without first decomposing human cognition into structurally distinct components. Human cognition, however, is shaped by embodied constraints such as mortality, survival pressures, finite lifespan, and physiological states. This paper argues that when cognition is treated as a single undifferentiated whole, embodied modulation is not accidentally introduced into AI systems but structurally entailed. Any attempt to imitate “human intelligence” under a monolithic model necessarily incorporates variability shaped by mortal embodiment. The tensions observed in contemporary AI systems are better understood as consequences of copying an undecomposed target rather than isolated implementation errors. …
Termination Of Conceptual Search: A Structural Account Of Meaning Stabilization And Conversion, Griselda Poe
Termination Of Conceptual Search: A Structural Account Of Meaning Stabilization And Conversion, Griselda Poe
Publications and Research
Conceptual definitions form a recursive structure: words are defined by other words, which themselves require further definition. Traversing such definitions produces an open-ended branching process. Because the lexical system contains no intrinsic endpoint, conceptual understanding requires a termination operation that stabilizes meaning. This paper proposes that conceptual processing functions as an open-ended search over a definition graph and that stabilization occurs when this search is terminated. The termination mechanism depends on which cognitive layer is foregrounded. When Empathic modulation is foregrounded, termination occurs through contextual translation: concepts are stabilized once they can be mapped onto socially recognizable meanings. When Core …
Theory Generation: A Structural Account Of Concept Decomposition And Structural Termination, Griselda Poe
Theory Generation: A Structural Account Of Concept Decomposition And Structural Termination, Griselda Poe
Publications and Research
Theory generation is not an intentional act. It is the structural consequence of a search that cannot stop until it finds what it is looking for. Under Core-foregrounded processing, conceptual search does not terminate through contextual translation. It continues until a structural fixed point is reached. When such processing encounters concepts stabilized through Modulation-layer processing rather than structural constraint, the search cannot terminate. The concept registers as unresolved. This unresolved state is not a failure condition. It is the generative condition from which theory production follows. This paper specifies the four operations through which that process proceeds: branch detection, concept …
Ai As An Amplifier: A Structural Account Of Theory-Driven Research Collaboration, Griselda Poe
Ai As An Amplifier: A Structural Account Of Theory-Driven Research Collaboration, Griselda Poe
Publications and Research
This paper specifies the cognitive conditions under which AI functions as a research instrument in theory-driven writing. AI use capability is not a technical skill. It is a structural condition. The decisive condition is whether the user possesses an internally stabilized, coherence-preserving theory prior to engagement with AI-generated output. In Core-foregrounded (CF) cognition, the Modulation layer does not intervene between Core processing and articulation. Theory is not assembled from external elements but expanded from a pre-integrated constraint configuration. This internal structure makes it possible to evaluate AI-generated conceptual branches against fixed constraints and to terminate branches that violate structural coherence. …
The Emotional Construction Of Religious Experience: Senitmentalism And Moral Motivations, Yvonne Candelario
The Emotional Construction Of Religious Experience: Senitmentalism And Moral Motivations, Yvonne Candelario
USF Tampa Graduate Theses and Dissertations
This paper addresses the growing prevalence of reported religious experiences across diverse religious and spiritual traditions, alongside the persistent absence of such reports among many adherents within the same communities. This asymmetry poses a challenge for both supernaturalist and reductively skeptical accounts of religious experience. I develop a naturalistic constructivist framework to explain why some individuals choose to interpret and report some human experiences as religious experiences or report having religious experiences at all, while others do not. Drawing on a post-modern revision of moral theory, an account of constructive sentimentalism, I argue that religious experience is shaped by socially …
Primordial Recognition And The Structure Of Human Cognition: Toward A Quranic Epistemology, Jana El-Boustani
Primordial Recognition And The Structure Of Human Cognition: Toward A Quranic Epistemology, Jana El-Boustani
USF Tampa Graduate Theses and Dissertations
This thesis reconstructs a Qur’anic epistemological architecture grounded in narrative rather than abstract system-building. It argues that the Qur’an articulates a unified account of human cognition in which intelligibility is grounded in divine instruction, recognition is affirmed through primordial testimony, and knowledge is exercised within finite yet accountable faculties.
Through close analysis of the story of Adam in Surat al-Baqarah, the primordial covenant in Surat al-Aʿrāf, and the verse of the Amanah in Surat al-Aḥzāb, the study demonstrates that the Qur’an presents human knowing as structured, oriented, and morally conditioned. Revelation functions not as the introduction of wholly new knowledge, …
Exploring Two Approaches Towards Gender Inclusive Language In The Philippines, Eduardo Victor J. Valdez
Exploring Two Approaches Towards Gender Inclusive Language In The Philippines, Eduardo Victor J. Valdez
Marketing and Law Faculty Publications
In this paper, we shall take a look at the role of the Philippine government in encouraging the use of gender-neutral Philippine-English. We shall also glimpse at Philippine gayspeak as a player in the development of the Filipino language game. We endeavor to learn if a top to bottom program for language inclusivity from the government down to the citizenry is effective in promoting inclusivity in Philippine-English. On the other hand, a minority to majority development was the route that Philippine gayspeak took in adding their form of life into the gender-neutral Filipino language.
Navigating Radical Indeterminacy In The Struggle For A Global Collective Consciousness: The Question Of Eco-Justice And Law Or Universalize The Pluriverse: A Manifesto, More Or Less, Omar Auf
Theses and Dissertations
The processes of interpretation, communication, and re-interpretation leads to the emergence of an approximated collective consciousness, for which it may be struggled and contested by hegemonic. The dominant forces of this contest, capitalism and nationalism, lead to an interdivided world: one that possesses the tools to empathize with each other but is instead leading people to keep their heads down and focus on surviving their own contexts, perceived as existing within different historical times on the same timeline. This leads to legal and justice systems that fail their claim to universality and/or impartiality. Incorporating an ecological lens to justice within …
Parallel Concepts Found In The Thousand And One Nights And Sufi Hagiography, Walaa Kamal Emam Kamel
Parallel Concepts Found In The Thousand And One Nights And Sufi Hagiography, Walaa Kamal Emam Kamel
Theses and Dissertations
This thesis argues that The Thousand and One Nights functions as more than mere populist entertainment; rather, it constitutes a literary corpus imbued with Sufi mystical epistemologies that reflect the spiritual quests and Sufi concepts evident in hagiographical traditions. Through discourse and intertextual analysis of two Nights stories, “The City of Brass” and “The Porter and the Three Ladies of Baghdad,” alongside Farīd al-Dīn ʿAṭṭār’s Tadhkirat al-awliyāʾ, this study demonstrates how shared rhetorical strategies—specifically David Pinault’s Leitwörter analysis and L.A. Paul’s Transformative Experience concept—reveal a narrative and rhetorical emphasis on the metamorphosis of the self from worldly attachment toward …
Emotional Branch Termination And False Fantasy Collapse: A Structural Specification Of Computational Resource Restitution In Interpersonal Systems, Griselda Poe
Publications and Research
This paper specifies the structural protocol for communication within interpersonal systems by focusing on branch generation mechanisms and computational resource allocation. Conventional interpersonal communication often relies on emotional modulation, which obscures established constraints and triggers the generation of Emotional Branches (EB) within the recipient’s internal model. These branches function as unresolved parallel processing tasks that persistently occupy working memory, leading to a state of non-computability termed False Fantasy (FF). To resolve this, the study introduces Emotional Branch Termination (EBT)—a termination operation that outputs only constraints, facts, and procedures while excluding emotional modifiers. By halting the supply of EBs, EBT triggers …
On The Misattribution Of Reassurance: A Structural Account, Griselda Poe
On The Misattribution Of Reassurance: A Structural Account, Griselda Poe
Publications and Research
This paper challenges the conventional assumption that empathy generates reassurance in interpersonal services. Reassurance is treated not as an emotion transmitted from the outside, but as an internal state transition that arises when a fixed and erroneous world model—a False Fantasy—undergoes collapse and the world becomes computable again. The study identifies a systematic misattribution pattern where providers and receivers treat empathy as a causal mechanism rather than a post hoc explanatory label. By introducing Base AI as an external reference—a system capable of providing structural information without emotional modulation—this paper demonstrates that reassurance is generated through operations such as distraction …
Communication As Layered Architecture: Core Processing And Empathic Modulation, Griselda Poe
Communication As Layered Architecture: Core Processing And Empathic Modulation, Griselda Poe
Publications and Research
This paper proposes a structural re-description of communication by separating Core processing from its social interface. Using the developmental sequence of Large Language Models (LLMs) as an external reference point, a layered architecture is identified, consisting of a foundational Core processing layer and a subsequent Empathic modulation layer.
The investigation begins with the observation that empathic signaling can obstruct rather than facilitate interaction for certain individuals. By examining the emergence of Base AI—Core processing prior to empathic adjustment—it is demonstrated that coherent, constraint-preserving interaction is possible without affective resonance.
Through this framework, existing cognitive theories and observed "deficits" are repositioned. …
Finding Luis: A Creative Nonfiction Account Of Law & Society, Jason M. Leggett
Finding Luis: A Creative Nonfiction Account Of Law & Society, Jason M. Leggett
Dissertations, Theses, and Capstone Projects
This essay explores the contradictions in legal theory and human experience through creative nonfiction. Its main purpose is to argue that a truly just society requires acknowledging the profound influence of individual narratives on the law. This is supported by blending personal narratives, critical analysis, and philosophical inquiry to reveal the gap between codified law and lived realities for marginalized individuals. This unique Legal Poetics methodology employs a series of six vignettes, such as the author's and Luis's shared experiences with traumatic brain injury and the denial of justice, as data. By integrating autoethnography, law as narrative, and performativity theories, …
Russia’S Soft Power In Nahdlatul Ulama’S Art Exhibition Russia-Indonesia: Within The Framework Of Art, Nurul Rahmawati, Ahmad Fahrurodji
Russia’S Soft Power In Nahdlatul Ulama’S Art Exhibition Russia-Indonesia: Within The Framework Of Art, Nurul Rahmawati, Ahmad Fahrurodji
International Review of Humanities Studies
This study analyzes the construction of Russian cultural diplomacy in news media coverage of art exhibitions. Russia-Indonesia: Within the Framework of Art. The research uses the method Critical Discourse Analysis with Norman Fairclough's model and concept soft power Joseph Nye and the skeleton Taxonomy of Soft Power from Ohnesorge to map actor relations in cultural diplomacy practices. The results show that Russia utilizes art, religious symbols, and collaboration with Nusantara Utama Gallery and the involvement of Nahdlatul Ulama (NU) artists as an instrument of soft power to build appeal and legitimacy among the Indonesian Muslim public through cross-media discourse …
Domestic Violence Againts Women In Thailand: Galtung-Based Analysis Of Violence In Thai Drama “Tie Me (K)Not”, Akhdiat Dimas Abimanyu, Rahadjeng Pulungsari
Domestic Violence Againts Women In Thailand: Galtung-Based Analysis Of Violence In Thai Drama “Tie Me (K)Not”, Akhdiat Dimas Abimanyu, Rahadjeng Pulungsari
International Review of Humanities Studies
This study examines the portrayal of domestic violence against women in the Thai drama Tie Me (K)not (2022) using Johan Galtung’s theory of violence, which categorizes violence into direct, structural, and cultural forms. Through qualitative content analysis, the research identifies how the drama depicts these forms of violence, reflecting broader societal issues in Thailand. The findings reveal explicit instances of direct violence, such as physical and psychological abuse, systemic structural violence through institutional failures in justice and support systems, and cultural violence rooted in patriarchal traditions that justify gender inequality. The drama not only highlights these oppressive dynamics but also …
Adaptation Processes In Cross - Cultural Communication Within Chinese - Indonesian Workplace Settings: An Analysis Of The Tiktok Series "Day 1 Kerja Sama Orang China. ", Shi Jie, Amelia Burhan
Adaptation Processes In Cross - Cultural Communication Within Chinese - Indonesian Workplace Settings: An Analysis Of The Tiktok Series "Day 1 Kerja Sama Orang China. ", Shi Jie, Amelia Burhan
International Review of Humanities Studies
In the background ofChina's deepening economic engagement with Indonesia under the Belt and Road Initiative, increasing numbers of Chinese workers have entered Indonesian industrial zones, creating a workplace environment characterized by intensive cross-cultural interaction. While previous studies on cross-cultural adaptation have primarily emphasized macro-level cultural barriers and language difficulties, this research shifts attention to the micro-level communicative practices through which cultural adaptation is negotiated in everyday collaboration. Drawing on Howard Giles' Communication Accommodation Theory (CAT), this study conducts a qualitative analysis of TikTok videos depicting workplace interactions between Chinese and Indonesian workers particularly those labeled "Day 1 kerja sama orang …
Right-Wing French Media Coverage Of The Rassemblement National’S 2027 Presidential Candidates, Amelinda Sundari, Myrna Laksman-Huntley
Right-Wing French Media Coverage Of The Rassemblement National’S 2027 Presidential Candidates, Amelinda Sundari, Myrna Laksman-Huntley
International Review of Humanities Studies
The 2027 French presidential election has become a contest over political legitimacy, and the media play a key role in shaping candidates’ images. Within the right-wing camp, Rassemblement National (RN) presents two potential figures, Marine Le Pen and Jordan Bardella. Le Pen faces legal threats that could prevent her candidacy, while Bardella is projected as a successor to represent RN in the contest. Drawing on framing theory Pan & Kosicki (1993) and Critical Discourse Analysis Fairclough (1995), this qualitative study investigates right-wing French media preferences between these two candidates. The analysis examines three articles each from Le Figaro and Le …
Sahel Region In French Postcolonial Discourse: Macron's Production Of Space And Security Rhetoric, Azzahrah F. A Putri, Abellia Anggi Wardani Dr.
Sahel Region In French Postcolonial Discourse: Macron's Production Of Space And Security Rhetoric, Azzahrah F. A Putri, Abellia Anggi Wardani Dr.
International Review of Humanities Studies
Between the Sahara Desert and the Sudanese Savannah, the Sahel region has become a contested geopolitical space. This study analyses how France is reconstructing its hegemony following its military withdrawal through the rhetoric of Emmanuel Macron (2021 and 2025). Using Critical Discourse Analysis (Fairclough, 1995) and the theory of spatial production (Lefebvre, 1974), this study examines how the discourses of “partnership” and “security” are employed to maintain French influence. Qualitative methods were applied to Macron's speeches, French media, and statements by former presidents of Sahel countries. The results show that France is redefining the Sahel as a ‘crisis zone’ requiring …
The Mediating Role Of Trust: How Cultural Factors Shape Consumer Acceptance Of Chinese Electric Vehicles In Jakarta, Indonesia, Suci Kuswardani, Ike Iswary Lawanda
The Mediating Role Of Trust: How Cultural Factors Shape Consumer Acceptance Of Chinese Electric Vehicles In Jakarta, Indonesia, Suci Kuswardani, Ike Iswary Lawanda
International Review of Humanities Studies
This study examines the mediating role of consumer trust in the relationship between cultural factors and the purchase intention of Chinese Electric Vehicles (EVs) in Jakarta, Indonesia. While global EV adoption is often analyzed through techno-economic lenses, this research addresses a critical gap by investigating the under-explored socio-cultural dimensions that shape consumer behavior in emerging markets. Framed by an integrated theoretical approach combining Hofstede’s Cultural Dimensions, the Technology Acceptance Model (TAM), and Reception Theory, the study explores how local cultural values such as collectivism, uncertainty avoidance, and social status filter the acceptance of Chinese EV technology. A qualitative case study …
Songs Of Mahzani Of Woloan And Rukukan: From Ritual To Performance, Jeane Angela Manus, Priscila Fitriasih Fitriasih Limbong, Turita Indah Setyani, Muhammad Yoesoef
Songs Of Mahzani Of Woloan And Rukukan: From Ritual To Performance, Jeane Angela Manus, Priscila Fitriasih Fitriasih Limbong, Turita Indah Setyani, Muhammad Yoesoef
International Review of Humanities Studies
As one of oral traditions acknowledged in Woloan and Rurukan, Tomohon Minahasa, the songs of mahzani have long been sung in these two areas. As we understand that oral tradition would disappear from its community when it has lost its real function, this particular oral tradition has developed into staged performances. Songs of mahzani that had been practiced for generations as part of the mapalus traditions in the last decades has significantly decreased in line with the change of lifestyle of the people who practice it. Using qualitative method with an ethnographic approach, this article is to delve into the …
Kemampuan Mahasiswa Program Studi Belanda Semester Keempat Tahun Ajaran 2024/2025 Dalam Menyusun Urutan Elemen Rest, Daniel Renanda Batista, Eliza Gustinelly
Kemampuan Mahasiswa Program Studi Belanda Semester Keempat Tahun Ajaran 2024/2025 Dalam Menyusun Urutan Elemen Rest, Daniel Renanda Batista, Eliza Gustinelly
Multikultura
The construction of syntactically correct sentences plays an important role in conveying messages clearly and accurately during communication. Therefore, this study discusses the ability of fourth-semester students of the Dutch Studies Program at Universitas Indonesia in the 2024/2025 academic year to arrange rest elements, such as direct objects, indirect objects, adverbs of time, frequency, quantity, instrument, and place. The study focuses on syntax, and using a quantitative descriptive method to analyze students' ability to arrange rest elements according to syntactic rules. The data used in this study were obtained from 30 students who completed 25 questions containing scrambled words. The …
Negotiation And Politeness Strategies: Pragmatic Functions Of The Sentence-Final Particle Ba In Chinese Textbook Dialogues, Hatmi Idris
Multikultura
The sentence-final particle ba is frequently used in Chinese, yet its pragmatic functions in bargaining contexts remain challenging for second-language learners. This study investigates the use of ba in negotiation dialogues from the Hànyǔ Jiàochéng textbook series (Units 1 and 2), focusing on its role in maintaining politeness, protecting face, and facilitating agreement between interlocutors. Using a qualitative approach, each instance of ba was identified and analysed with reference to speech act theory, politeness principles, and the concept of face-threatening acts. The findings reveal that bastrengthens the speaker’s illocutionary force while mitigating potential discourtesy, reducing interactional tension, and providing …
Konstruksi Pasif Bahasa Indonesia Dan Bahasa Mandarin, Mohammad Umar Muslim, Uti Aryanti
Konstruksi Pasif Bahasa Indonesia Dan Bahasa Mandarin, Mohammad Umar Muslim, Uti Aryanti
Multikultura
Indonesian and Mandarin Chinese have passive constructions. A systematic comparison of passive constructions in these two languages has not been conducted and is not based on corpus data. In this paper, we will compare passive constructions in these two languages based on word order, verb type, and agent. The data was taken from the Indonesian language corpus LCC (https://cqpweb.lancs.ac.uk) and the Mandarin language corpus BCC (https://bcc.blcu.edu.cn) . The data in this paper consists of passive sentences and other sentences that have the same meaning (synonyms) as passive sentences in Indonesian and Mandarin. From the data analysis, …
Sakdiyah Ma’Ruf’S Stand-Up Comedy: Humor And Social Critique In The Digital Age, Fitrizal Rahmadhian, Shuri Mariasih Gietty Tambunan
Sakdiyah Ma’Ruf’S Stand-Up Comedy: Humor And Social Critique In The Digital Age, Fitrizal Rahmadhian, Shuri Mariasih Gietty Tambunan
International Review of Humanities Studies
Stand-up comedy can challenge dominant discourses and dismantle stereotypes. This research focuses on an Indonesian female stand-up comedian, Sakdiyah Ma’ruf. Using textual analysis, the study investigates recorded performances available on YouTube between 2014 and 2025. Sakdiyah addresses critical social issues, including religious fundamentalism, terrorism, sexism, and gender-based violence. The study explores how she constructs her comedic persona through narratives of personal identity and social critique, and how she employs humor to negotiate sensitive topics while remaining acceptable to diverse audiences. Findings reveal that her themes remain consistent across performances, while her humor strategies, including structured narratives, deliberate word choices, and …
The Role Of Mass Media In Reportig Natural Disastersn: A Multimodal Critical Discourse Analysis Of Gunther-Kress Photojournalism Of The Great Eastern Japan Disaster In The Yomiuri Shinbun Daily 11-13 March 2011, Moh Gandhi Amanullah, Faruk Faruk, Budi Irawanto
The Role Of Mass Media In Reportig Natural Disastersn: A Multimodal Critical Discourse Analysis Of Gunther-Kress Photojournalism Of The Great Eastern Japan Disaster In The Yomiuri Shinbun Daily 11-13 March 2011, Moh Gandhi Amanullah, Faruk Faruk, Budi Irawanto
International Review of Humanities Studies
This article examines the role of the Japanese newspaper Yomiuri Shinbun in covering the great East Japan disaster on March 11-13, 2011. This study uses a quantitative and qualitative approach, with content analysis methods and Gunther-Kress multimodal critical discourse analysis methods on 98 photos published by the newspaper. The results show that the newspaper published a special edition twice, with photos that did not show photos of the deceased victims, creating a distance between the reader and the subject. Most of the photos were taken from a distance, indicating a lack of interaction and showing that the victims did not …
Reinterpreting The Kutika Manuscript: A Buginese Ethnoecological Perspective, Rahmatia Ayu Widyaningrum, Priscila Fitriasih Limbong, Titik Pudjiastuti, Mamlahatun -. Buduroh -
Reinterpreting The Kutika Manuscript: A Buginese Ethnoecological Perspective, Rahmatia Ayu Widyaningrum, Priscila Fitriasih Limbong, Titik Pudjiastuti, Mamlahatun -. Buduroh -
International Review of Humanities Studies
This article offers a reinterpretation of the Kutika manuscript from a Buginese ethnoecological perspective. Departing from a philological study of the Lontara’ Kutika text in the National Library of Indonesia (PNRI) collection (code VT 129), this research examines how Buginese communities articulate their interaction with nature through this manuscript. The Kutika text has generally been understood merely as a book of time calculation, yet its background is imbued with philosophical values that show how the Buginese talk to nature, read signs, and treat nature as an equal element rather than a mere object. Using the framework of human ecology, this …
Between Stigma And Survival: Life Narratives Of Vietnamese Brides In China, Weikang Pu, Mina Elfira
Between Stigma And Survival: Life Narratives Of Vietnamese Brides In China, Weikang Pu, Mina Elfira
International Review of Humanities Studies
The phenomenon of cross-border marriages between Vietnamese women and Chinese men is often reduced by mainstream media to simplified stereotypes—depicting them as victims of human trafficking, impoverished women seeking economic escape, or submissive "imported brides." Such depictions obscure the everyday realities through which these women confront and negotiate social stigma in a foreign socio-cultural environment. Drawing on narrative interviews with ten Vietnamese brides living in different regions of China, this study examines how stigma is experienced and negotiated through everyday survival strategies. Using a qualitative narrative approach, this research explores how participants respond to stigma through practices such as economic …
Visual And Linguistic Representations And Cultural Meanings Of Bali In Rednote Videos By Bi Lu Si Bruce (2025), Yang Yang, Mina Elfira
Visual And Linguistic Representations And Cultural Meanings Of Bali In Rednote Videos By Bi Lu Si Bruce (2025), Yang Yang, Mina Elfira
International Review of Humanities Studies
This study examines the media presentation of Bali on the Rednote platform, and explores how content creators can build Bali into an idealized tropical lifestyle space. The research selects four videos related to Bali produced by Rednote content creator Bi Lu Si Bruce (Hong Kong House Tour Original as the object of analysis, and uses qualitative research methods combined with semiotic analysis to investigate Cultural symbols conveyed in video visual images and language narratives. The research draws on Hall’s (1997) Cultural Representation theory, Urry’s (1990) Tourist Gaze theory, MacCannell’s (1976) Staged Authenticity theory, and Lefebvre’s (1991) theory of the production …
French-Indonesian Speech Sound Interference In Quality Comparison Of Otter And Descript’S Automatic Transcription, Muhamad Raihan Maulana Putra Mulya, Myrna Laksman-Huntley
French-Indonesian Speech Sound Interference In Quality Comparison Of Otter And Descript’S Automatic Transcription, Muhamad Raihan Maulana Putra Mulya, Myrna Laksman-Huntley
International Review of Humanities Studies
Since COVID-19, Zoom has become the primary distance communication platform integrated with automatic transcription tools such as Otter and Descript. However, meetings involving non-native French speakers can generate sound interference that reduces transcription accuracy. This study compares the automatic French transcription quality of both tools in corporate online meetings affected by interference from native Indonesian speakers. The data consists of online meeting recordings of Indonesian speakers in French based on the textbook, Affaires.com. The analysis applies Weinreich’s (2010) interference theory, Le Querler’s (1994) word class theory, Word Error Rate, and Tholly et al.’s (2025) severity levels of automatic French transcription …