AI ethics evidence index Search
Source-linked daily record
Evidence record 7398 · automatically gathered

Harf-Speech: A Clinically Aligned Framework for Arabic Phoneme-Level Speech Assessment

Automated phoneme-level pronunciation assessment is vital for scalable speech therapy and language learning, yet validated tools for Arabic remain scarce. We present Harf-Speech, a modular system scoring Arabic pronunciation at the phoneme level on a clinical scale. It combines an MSA phonetizer, a fine-tuned speech-to-phoneme model, Levenshtein alignment, and a blended scorer using longest common subsequence and edit-distance metrics. We fine-tune three ASR architectures on Arabic phoneme data

Record details

Published: 11 March 2026
Source: arXiv
Category: Research
Topics: Safety & alignment · Healthcare
Retrieved: 14 July 2026

source-onlyevidence status

These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.

Shared topic: Safety & alignment · Shared topic: Healthcare

Domain-Adaptive Health Indicator Learning with Degradation-Stage Synchronized Sampling and Cross-Domain Autoencoder

arXiv · 11 March 2026

Shared topic: Safety & alignment · Shared topic: Healthcare

Emulating Clinician Cognition via Self-Evolving Deep Clinical Research

arXiv · 11 March 2026

Shared topic: Safety & alignment · Shared topic: Healthcare

The Confidence Gate Theorem: When Should Ranked Decision Systems Abstain?

arXiv · 10 March 2026

Shared topic: Safety & alignment · Shared topic: Healthcare

Composed Vision-Language Retrieval for Skin Cancer Case Search via Joint Alignment of Global and Local Representations

arXiv · 10 March 2026

Shared topic: Safety & alignment · Shared topic: Healthcare

Step-CoT: Stepwise Visual Chain-of-Thought for Medical Visual Question Answering

arXiv · 14 March 2026

Shared topic: Safety & alignment · Shared topic: Healthcare

Formal Abductive Explanations for Navigating Mental Health Help-Seeking and Diversity in Tech Workplaces

arXiv · 14 March 2026

How to cite this record

ethics.ai (11 March 2026), “Harf-Speech: A Clinically Aligned Framework for Arabic Phoneme-Level Speech Assessment,” evidence record 7398, https://ethics.ai/record/7398 (originally published by arXiv).

JSON

Use and limitations

This page is a stable index and citation surface for a source record. ethics.ai did not author the underlying report and has not independently verified every claim. Automatic topics may be imperfect. For consequential use, quote and cite the original publisher.