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Notes on generalization gap
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VoxENES 2026: Benchmarking Generalization of Speech Spoofing Detectors Against LLM-Era TTS and Voice Conversion
The paper introduces VoxENES 2026, a new benchmark for testing speech synthesis systems against modern text-to-speech (TTS) and voice conversion (VC) methods. The benchmark includes 53,628 audio samples in English and…
Can Agents Generalize to the Open World? Unveiling the Fragility of Static Training in Tool Use
Researchers introduce OpenAgent, a problem setting designed to help agents generalize better in real-world scenarios with dynamic queries, tools, and interactions. The study reveals that both Supervised Fine-Tuning and…
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