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FireRedASR2S: Input Limits for Long-Recording Transcription, Language and Punctuation

FireRedASR2S combines speech transcription, voice activity detection, language recognition and punctuation processing, and is suitable for studying the arrangement process of Chinese and Chinese-English mixed recordings. This article distinguishes the language range and duration limit of each module according to the official warehouse, and then explains how to retrieve audio from segmented text; public evaluation results cannot directly replace the inspection of business materials.

Chinese edition published 27 Oct 2026 · 阅读中文原文 ↗

Source timingThe public source does not indicate the release date; data verification: October 27, 2026.

There are many modules, so the coverage should be looked at separately.

The official warehouse lists ASR, VAD, LID and punctuation modules. The transliteration model is for Chinese, some dialects and accents, English and mixed expressions. The fact that the language recognition module covers more languages ​​does not mean that every recognized language can be transcribed by the same transliteration model. When selecting, check by module rather than just excerpting the maximum number of languages.

The warehouse update record includes model releases in February 2026 and technical reports in March. This is an introduction to already-revealed models, not a new model announcement on the day this article was published. This article also does not retest the accuracy or acceleration data listed by the warehouse.

Long recordings need to be segmented first

The official FAQ states respectively: FireRedASR2-AED supports input up to 60 seconds, and problems may occur with longer inputs; FireRedASR2-LLM supports up to 40 seconds, and the behavior of longer inputs has not been tested. Users should arrange the process according to the selected version and current document, and cannot directly regard a meeting recording as a verified input.

ChinaOPC recommends retaining the original file number, starting and ending positions, and processing version for each segmented segment. When you need to rerun a certain paragraph, you can retrieve the corresponding audio; when merging the fragments back into the full text, you also need to check whether there are missing words or duplications at the boundaries. You cannot make up inaudible content out of thin air just to make the text read smoothly.

First select the materials that are most likely to be misheard in the business.

Test materials can include device names, product models, dialect expressions, and switching between Chinese and English. Compare the authorized recording with the manual draft to record misheard, omitted and uncertain positions. There is a big difference between reading quietly and the actual working environment. The two can be checked in groups to avoid directly pushing the performance of one environment to the other.

After sorting out the punctuation, you should also listen back to the key sentences. The position of the clause will affect the understanding of conditions and negative relationships; for matters that require subsequent execution, it is more reliable to retain the to-be-confirmed mark than to automatically modify it into a complete instruction.

Leave a review entry when delivering

A usable result can contain both organized text, audio location, and manual modification records. What customers care about is not only whether the words appear, but also whether the key expressions can be verified. The operating environment, dependencies and specific weight permissions are checked separately before deployment. Related reading: Audio transcription, proofreading and publication are delivered separately.

Sources and editorial notes

AI-assisted editing and writing, checked against listed public sources. The ChinaOPC analysis and simulated scenarios in the text were written independently, and no interviews, customer test orders, financial audits or actual model testing were conducted; official information is subject to the original source text. English translation of the Chinese edition, prepared with machine assistance and editorial checks. Source verification dates refer to the original Chinese research.

Source titles and publisher names are retained in their original language. Refer to the linked originals for official documents and current requirements.

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