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From text to task: Constrained generation for structured extraction in R1

Fireworks

Constrained generation ensures AI stays on track, delivering clear, structured, and reliable responses.

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BlogsDeepSeek V4 Pro: Tops SWE-Bench & Cuts Cost per Task by 3x vs. Fable 5Fireworks BlogsQwen3 Decoded: Choosing the Right Model For Your TaskFireworks BlogsOptimizing Retrieval Augmented Generation (RAG) with MongoDB Atlas and FireworksFireworks BlogsIntroducing Llama 3.1 inference endpoints in partnership with MetaFireworks BlogsDistillation with Reasoning: Can DeepSeek R1 Teach Better Than Humans?Fireworks BlogsHow Fireworks evaluates quantization precisely and interpretablyFireworks Products & ServicesSpeech Understanding APIAssemblyai Products & ServicesPre-recorded Speech-to-Text API | AssemblyAIAssemblyai ResearchSnapKV: LLM Knows What You are Looking for Before GenerationCohere ResearchRepetition In Repetition Out: Towards Understanding Neural Text Degeneration from the DataCohere Blogs12 Best AI Video Generators To Maximize Your Video PotentialHeygen BlogsAI Video Generators in Marketing by 2026Heygen BlogsTesting if "bash is all you need"Vercel ResearchUnderstanding and Mitigating Language Confusion in LLMsCohere ResearchBridging the Data Provenance Gap Across Text, Speech, and VideoCohere ResearchEAGER: Entropy-Aware Generation for Adaptive Inference-Time ScalingCohere BlogsReal Estate Marketing Tools 2023Heygen BlogsAI Voice Generator for Realistic Speech & VoiceoversHeygen BlogsCreate A-Roll Videos EasilyHeygen BlogsApp spotlight: MeisterTaskZapier