6 papers
Can Reasoning Models Detect Changes to their Chains of Thought?
Sathvik Napa, Utkarsh Singh, Chengyuan Xue +2
There are many reasons one may want to edit a model's chain of thought (CoT) -- e.g., to prefill it with reasoning from a stronger model or to remove steps that may yield unsafe ou…
Voice of India: A Large-Scale Benchmark for Real-World Speech Recognition in India
Kaushal Bhogale, Manas Dhir, Amritansh Walecha +11
Existing Indic ASR benchmarks often use scripted, clean speech and leaderboard driven evaluation that encourages dataset specific overfitting. In addition, strict single reference…
Lightweight Transformers for Zero-Shot and Fine-Tuned Text-to-SQL Generation Using Spider
Chirag Seth, Utkarsh Singh
Text-to-SQL translation enables non-expert users to query relational databases using natural language, with applications in education and business intelligence. This study evaluate…
A Resource Efficient Quantum Kernel
Utkarsh Singh, Jean-Frédéric Laprade, Aaron Z. Goldberg +1
Quantum processors may enhance machine learning by mapping high-dimensional data onto quantum systems for processing. Conventional feature maps, for encoding data onto a quantum ci…
Coherent Feed Forward Quantum Neural Network
Utkarsh Singh, Aaron Z. Goldberg, Khabat Heshami
Quantum machine learning, focusing on quantum neural networks (QNNs), remains a vastly uncharted field of study. Current QNN models primarily employ variational circuits on an ansa…
memorAIs: an Optical Character Recognition and Rule-Based Medication Intake Reminder-Generating Solution
Eden Shaveet, Utkarsh Singh, Nicholas Assaderaghi +1
Memory-based medication non-adherence is an unsolved problem that is responsible for considerable disease burden in the United States. Digital medication intake reminder solutions…