Embeddings × Developer Tools

Cohere debuts Embed 5 embedding family

Cohere debuts Embed 5 embedding family

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Cohere announced Embed 5, and embedding and retrieval research landed in the same stretch.

What happened

Cohere introduced Embed 5, a new family of embedding models. Around the same time arXiv carried papers on dense retrieval using only in-context examples and on selective pooling for long-context embeddings.

Why it matters

Embeddings underpin RAG and search, so a new vendor generation lands alongside research on retrieval quality and long-context handling. NVIDIA also published AI storage tooling that day, but a direct link has not been confirmed.

What to watch

Watch the published performance, pricing and language coverage of Embed 5, and whether the research methods make their way into production retrieval.

▲ Official & Press
Official

Introducing Embed 5—A New Family of Frontier Embedding Models

Cohere Blog ・ 2026-09-30 ・ 📌

Cohere launches Embed 5 Pro and Fast embedding models for enterprise retrieval

Official

Expanding AI Storage Access with NVIDIA cuObject and the NVIDIA SCADA Server SDK

NVIDIA Developer Blog ・ 2026-09-30

NVIDIA cuObject and SCADA Server SDK aim to speed AI storage access

Academic (arxiv etc.) 40 ▾
Academic

STEPQuant: When and Where Errors Matter in Delta-Rule Recurrent State Quantization

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

LeapQuant: Efficient Linear Attention with Accurate Recurrent State Quantization

arXiv cs.LG (Machine Learning) ・ 2026-09-29

Academic

Thinking Before Thinking: Scaling Agentic Inference Through Meta-Reasoning

arXiv cs.AI (Artificial Intelligence) ・ 2026-09-29

Academic

Learning Meta-Skills for Agent Harness Design in Test-Time AI4AI

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

Breaking the Uniformity Trap: Scaling Video Diffusion Model via SplitMoE

arXiv cs.AI (Artificial Intelligence) ・ 2026-09-29

Academic

LongHarness Bench: Stress-Testing Language Model Harnesses for Long-Context Reasoning

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

Achieving an $O(1/N)$ Optimality Gap in Average-Reward Weakly-Coupled MDPs

arXiv cs.LG (Machine Learning) ・ 2026-09-29

Academic

WUSH-KV: KV Cache Quantization with Data-Adaptive Transforms

arXiv cs.LG (Machine Learning) ・ 2026-09-29

Academic

ReCIRC: Rectified Conformal Risk Control

arXiv cs.LG (Machine Learning) ・ 2026-09-29

Academic

From Routing Signals to Selective Review: Visual regrounding in MoE VLMs

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

Effective Dense Retrieval using Only In-Context Examples

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

Probe-Space Preconditioning for Fast and Stable Zero-Order Training

arXiv cs.LG (Machine Learning) ・ 2026-09-29

Academic

Mira: Memory-Efficient MoE Inference Using Adaptive Caching and Predictive Expert Staging

arXiv cs.LG (Machine Learning) ・ 2026-09-29

Academic

Probability is Not Enough: Exploring and Counting Divergent Tokens for Reasoning Uncertainty Quantification in LLMs

arXiv cs.AI (Artificial Intelligence) ・ 2026-09-29

Academic

A foundation model for energy and radiation systems built on heterogeneous scientific interfaces

arXiv cs.LG (Machine Learning) ・ 2026-09-29

Academic

UserProxyBench: Evaluating LLM User Simulators for Agent Benchmarks and Training

arXiv cs.AI (Artificial Intelligence) ・ 2026-09-29

Academic

Dr. OPD: Learning What to Follow for Optimal On-Policy Distillation of Large Language Models

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

Retrieval-Augmented Skill Optimization via Cross-Harness Adaptation

arXiv cs.AI (Artificial Intelligence) ・ 2026-09-29

Academic

PE-EK-PINN: Physics Embedding with Evolving Kernel for Scalable Physics-Informed Neural Networks

arXiv cs.AI (Artificial Intelligence) ・ 2026-09-29

Academic

Auditable Long-Term Memory: A Deterministic Retrieval Chain Measured at 479/475 of 500 on LongMemEval-S

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

BITEM at the NTCIR-19 R2C2 Task: Predicting Confidence from Agentic RAG Pipeline Signals

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

Which Attention Heads are like the Human Head? Not the Ones that Compute

arXiv cs.AI (Artificial Intelligence) ・ 2026-09-29

Academic

$S^3$: Spectral Null-Space Swap Makes Reasoning Models Efficient

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

Dagger: Decoupling-based Model Stealing Attack against Graph Neural Networks

arXiv cs.LG (Machine Learning) ・ 2026-09-29

Academic

Kolmogorov-Arnold Classifier Systems as Universal Approximators

arXiv cs.LG (Machine Learning) ・ 2026-09-29

Academic

Post-Anomaly Detection Inference for Deep SVDD

arXiv cs.LG (Machine Learning) ・ 2026-09-29

Academic

Learning What to Remember: Long-horizon Counterfactual Memory Optimization

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

RLX: A Unified Multi-Backend Tensor Compiler and Distributed Runtime in Rust

arXiv cs.AI (Artificial Intelligence) ・ 2026-09-29

Academic

Overcoming Scaling Limits in On-Policy Self-Distillation for LLM Reasoning

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

Beyond Interaction Capacity: Estimator Scaling with Recursive Models for CTR Prediction

arXiv cs.AI (Artificial Intelligence) ・ 2026-09-29

Academic

Guide, Then Let Go: Gap-Adaptive Teacher Scheduling for Sparse-Reward Agentic RL

arXiv cs.AI (Artificial Intelligence) ・ 2026-09-29

Academic

How Many Labels Does a Language Need? Annotation Budgets and Cross-Lingual Pooling for African-Language Text Classification

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

Learning Beyond What You Sample: Off-Policy-Aware Cross-Model Trajectory Exchange for RLVR

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

One Threshold Does Not Fit All Languages: Language-Conditional Deferral for Reliable and Efficient Low-Resource Text Classification

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

Storage Is Not Strategy: State-Conditioned Support Control for LLM Unlearning

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

Can Vision-Language Models Stay Helpful When Facing Implicit Risks? Intent-Privilege OPSD for Efficient Safety-Helpfulness Alignment

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

The Geometry of Inference in Transformer Residual Streams

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

Selecting What Matters: Semantic Compression-Guided Selective Pooling for Long-Context Embeddings

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

Billiger.de Products: A Bilingual Entity Matching Benchmark

arXiv cs.CL (Computation and Language) ・ 2026-09-29

Academic

Corpus-Guided Dual-Path Propagation for Graph Retrieval-Augmented Generation

arXiv cs.CL (Computation and Language) ・ 2026-09-29

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