Model Profile

Qwen3-Embedding-4B

Name: Qwen3-Embedding-4B
Author: Qwen

4,096 ctxOpen weights

Use this page to decide where this model is a strong fit. Rankings below are benchmark-backed by use case, with explicit confidence and contributor metrics.

Identity

ID: Qwen/Qwen3-Embedding-4B

Author: Qwen

Origin: huggingface_catalog

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 14.5%

Evidence points: 85

Raw rows: 16

Weighted rows: 8

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 628,416

Some fit rows have limited benchmark evidence.

12 of 12 scored use cases have low confidence or thin contributor coverage.

Coverage Diagnostics

actively scored

Use-Case Scores

Total Measurements

Weighted Measurements

Weighted Sources

Raw Source Coverage

beir_retrieval_official 6mteb_retrieval_rerank_official 4mteb_classification_official 3mteb_sts_summarization_official 3

Weighted Source Coverage

mteb_retrieval_rerank_official 3mteb_classification_official 2mteb_sts_summarization_official 2beir_retrieval_official 1

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Support dialogue agent use_case.cx.support_dialogue_agent	customer_experience	11.8%	15.8%	8	BEIR-Style Retrieval (Official MTEB Slice): beir_average_score_pct
Support FAQ bot use_case.cx.support_faq_bot	customer_experience	11.8%	15.7%	8	BEIR-Style Retrieval (Official MTEB Slice): beir_average_score_pct
Agent-assist reply suggestions use_case.cx.agent_assist_replies	customer_experience	11.7%	15.6%	8	BEIR-Style Retrieval (Official MTEB Slice): beir_average_score_pct
Ticket triage and routing use_case.cx.ticket_triage	customer_experience	11.0%	14.5%	7	MTEB STS & Summarization Proxy Official: sts_score_pct
Spam filtering and classification use_case.cx.spam_filtering	customer_experience	10.9%	14.4%	7	BEIR-Style Retrieval (Official MTEB Slice): beir_average_score_pct
Toxicity moderation routing use_case.cx.toxicity_moderation	customer_experience	10.9%	14.4%	7	BEIR-Style Retrieval (Official MTEB Slice): beir_average_score_pct
Safety and policy gating use_case.cx.safety_gating	customer_experience	10.9%	14.4%	7	BEIR-Style Retrieval (Official MTEB Slice): beir_average_score_pct
Support bot (RAG grounded) use_case.cx.support_rag_bot	customer_experience	10.7%	14.3%	8	BEIR-Style Retrieval (Official MTEB Slice): beir_average_score_pct
HR policy Q&A use_case.hr.hr_policy_qna	hr_recruiting	10.4%	14.0%	6	BEIR-Style Retrieval (Official MTEB Slice): beir_average_score_pct
Customer feedback theme mining use_case.cx.feedback_theme_mining	customer_experience	10.4%	13.9%	8	BEIR-Style Retrieval (Official MTEB Slice): beir_average_score_pct
Ticket thread summary use_case.cx.ticket_thread_summary	customer_experience	9.8%	13.0%	7	BEIR-Style Retrieval (Official MTEB Slice): beir_average_score_pct
Operator support chat use_case.ops.operator_support_chat	industrial_ops	9.7%	13.3%	4	BEIR-Style Retrieval (Official MTEB Slice): beir_average_score_pct

Deployment Fit Calculator

Model

Qwen3-Embedding-4B

Qwen/Qwen3-Embedding-4B

Hardware

Quantization: 4-bit

2-bit8-bit

Insufficient

Unknown parameter count. Cannot estimate deployment fit.

Required VRAM

~0.0GB

Est. Throughput

0.00 tok/s

Deployment Fit Matrix

GPU	4-bit	6-bit	8-bit
RTX 3060 12GB	Insufficient	Insufficient	Insufficient
RTX 3090 24GB	Insufficient	Insufficient	Insufficient
RTX 4090 24GB	Insufficient	Insufficient	Insufficient
Mac Studio M2 Ultra 192GB	Insufficient	Insufficient	Insufficient