How Constrained and Joint Decoding Improve Multimodal Speech Models

Table of Links Abstract and 1 Introduction 2 Approach 2.1 Architecture 2.2 Multimodal Instruction Finetuning 2.3 Curriculum Learning with Parameter Efficient Finetuning 3 Experiments 4 Results 4.1 Evaluation of SpeechVerse models 4.2 Generalization Across Instructions 4.3 Strategies for Improving Performance 5 Related Work 6 Conclusion, Limitations, Ethics Statement, and References A Appendix A.1 Audio Encoder … Read more

Netflix will air traditional TV channels inside its app in France

Starting in summer 2026, Netflix subscribers in France will be able to watch commercially broadcast TV content “without ever having to leave the service.” The streaming giant has announced a distribution deal with French media company TF1 Group to make TF1’s free-to-air live TV channels and on-demand TF1 Plus streaming content available to French Netflix … Read more

Crypto Daybook Americas: Bitcoin Holds the Line as Trump Labels Iran Leader ‘Easy Target’

By Francisco Rodrigues (All times ET unless indicated otherwise) Bitcoin (BTC) is hovering a smidgen under $105,000 having dropped just 1.4% in the past 24 hours as crypto markets balanced the Israel-Iran war with regulatory progress in the U.S. Tensions in the Middle East are heightening after President Donald Trump called for Iran’s “unconditional surrender” … Read more

Bitcoin ‘Accumulator’ Better Fit for Corporates Than Dollar-Cost Averaging Strategy, Research Suggests

Corporate adoption of bitcoin BTC is well-known, and most of it involves a classic buy-and-hold strategy, loosely analogous to the dollar-cost averaging (DCA) strategy. While investors of all kinds widely prefer DCA, new research by crypto options market maker Orbit Markets shows that since 2023, it has underperformed a structured product called an “accumulator,” popularly … Read more

SpeechVerse vs. SOTA: Multi-Task Speech Models in Real-World Benchmarks

Table of Links Abstract and 1 Introduction 2 Approach 2.1 Architecture 2.2 Multimodal Instruction Finetuning 2.3 Curriculum Learning with Parameter Efficient Finetuning 3 Experiments 4 Results 4.1 Evaluation of SpeechVerse models 4.2 Generalization Across Instructions 4.3 Strategies for Improving Performance 5 Related Work 6 Conclusion, Limitations, Ethics Statement, and References A Appendix A.1 Audio Encoder … Read more