MODEL PROFILE

zlm-v1-signal-extract

zgpu-ai · zlm-v1-signal-extract

**A 77M-parameter FLAN-T5 model that reads a short text and returns its keywords and the user intent behind it — in one generative pass, in ~136 ms on CPU.** Given an ad headline, search query, or product blurb, the model generates two signals that normally require two separate systems (a keyword extractor and an intent classifier): - **keywords** — the terms that carry the text's meaning, and - **user intent** — a free-text intent phrase plus one of three standard search-intent classes: *informational*, *transactional*, or *navigational*.

Text generationlicense:apache-2.0
Context windowNot disclosed
Input → OutputText → Text
Model weightsNot verified
Profile updated2026/10/31 16:43:54
OVERVIEW

Model overview

**A 77M-parameter FLAN-T5 model that reads a short text and returns its keywords and the user intent behind it — in one generative pass, in ~136 ms on CPU.** Given an ad headline, search query, or product blurb, the model generates two signals that normally require two separate systems (a keyword extractor and an intent classifier): - **keywords** — the terms that carry the text's meaning, and - **user intent** — a free-text intent phrase plus one of three standard search-intent classes: *informational*, *transactional*, or *navigational*.

Key features

特点摘要待依据来源补齐,不凭模型名称推断能力。

Limitations & considerations

Sources are insufficient to establish specific limitations. Verify task performance, latency, data policies, licensing and version lifecycle.

PRICING & COST

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INDEPENDENT BENCHMARKS

Public benchmarks & run configuration

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Frequently asked questions

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Sources & traceability

许可证:apache-2.0。模型介绍与第三方评测均以原来源的具体版本和方法为准。