Ecosyste.ms: Packages

An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

pypi.org "speech-to-text" keyword

vocalforge 0.1.1
Your one-stop solution for voice dataset creation
7 versions - Latest release: 11 months ago - 62 downloads last month - 100 stars on GitHub - 1 maintainer
livestt 1.0.7
Simple and easy to use realtime speech to text
5 versions - Latest release: 3 months ago - 39 downloads last month - 1,020 stars on GitHub - 1 maintainer
realtimestt 0.1.28
A fast Voice Activity Detection and Transcription System
14 versions - Latest release: 9 months ago - 1 dependent repositories - 2.59 thousand downloads last month - 991 stars on GitHub - 1 maintainer
frogbase 2.0.0a4
FrogBase simplifies the download-transcribe-embed-index workflow for multi-media content. It does...
4 versions - Latest release: 10 months ago - 1 dependent repositories - 64 downloads last month - 769 stars on GitHub - 1 maintainer
Top 1.2% on pypi.org
speechbrain 1.0.0
All-in-one speech toolkit in pure Python and Pytorch
14 versions - Latest release: 3 months ago - 32 dependent packages - 102 dependent repositories - 2.42 million downloads last month - 7,821 stars on GitHub - 2 maintainers
vernacular-ai-speech 0.1.2
Vernacular Speech API python client
3 versions - Latest release: over 3 years ago - 1 dependent repositories - 45 downloads last month - 20 stars on GitHub - 1 maintainer
blablabla
A simple application to enable voice activated chatbot
10 versions - 1.49 thousand downloads last month - 207 stars on GitHub - 1 maintainer
audio2text 1.0.2
This package is for extract text from audio/video file
2 versions - Latest release: over 3 years ago - 34 downloads last month - 0 stars on GitHub - 1 maintainer
asrtoolkit 0.2.4
The GreenKey ASRToolkit provides tools for automatic speech recognition (ASR) file conversion and...
24 versions - Latest release: about 3 years ago - 4 dependent repositories - 223 downloads last month - 30 stars on GitHub - 2 maintainers
commoncorrections 1.0.12
A small python implementation of common ASR corrections
13 versions - Latest release: almost 2 years ago - 1 dependent repositories - 115 downloads last month - 3 stars on GitHub - 1 maintainer
Top 4.6% on pypi.org
deepspeech-tflite 0.9.3
A library for running inference on a DeepSpeech model
41 versions - Latest release: over 3 years ago - 2 dependent packages - 4 dependent repositories - 1.02 thousand downloads last month - 24,174 stars on GitHub - 1 maintainer
Top 3.3% on pypi.org
deepspeech-gpu 0.9.3
A library for running inference on a DeepSpeech model
98 versions - Latest release: over 3 years ago - 12 dependent repositories - 1.41 thousand downloads last month - 24,174 stars on GitHub - 1 maintainer
Top 1.3% on pypi.org
deepspeech 0.9.3
A library for running inference on a DeepSpeech model
100 versions - Latest release: over 3 years ago - 6 dependent packages - 240 dependent repositories - 4.6 thousand downloads last month - 24,174 stars on GitHub - 1 maintainer
whisper-cpp-python 0.2.0 💰
A Python wrapper for whisper.cpp
12 versions - Latest release: about 1 year ago - 1 dependent package - 1 dependent repositories - 657 downloads last month - 32,181 stars on GitHub - 1 maintainer
whisper.cpp-cli 0.0.3 💰
A Python package for the whisper.cpp CLI.
4 versions - Latest release: about 1 month ago - 694 downloads last month - 32,181 stars on GitHub - 1 maintainer
Top 0.8% on pypi.org
speechrecognition 3.10.4
Library for performing speech recognition, with support for several engines and APIs, online and ...
59 versions - Latest release: 28 days ago - 61 dependent packages - 908 dependent repositories - 883 thousand downloads last month - 8,019 stars on GitHub - 2 maintainers
Top 1.6% on pypi.org
faster-whisper 1.0.2
Faster Whisper transcription with CTranslate2
16 versions - Latest release: 27 days ago - 53 dependent packages - 35 dependent repositories - 437 thousand downloads last month - 9,301 stars on GitHub - 2 maintainers
asrecognition 0.0.4 💰
ASRecognition: just an easy-to-use library for Automatic Speech Recognition.
4 versions - Latest release: almost 3 years ago - 1 dependent repositories - 27 downloads last month - 51 stars on GitHub - 1 maintainer
scraibe-webui
A web interface for the ScAIbe speech-to-text transcription tool
1 version - 0 stars on GitHub
scraibe 0.1.1
Transcription tool for audio files based on Whisper and Pyannote
3 versions - Latest release: 8 months ago - 25 downloads last month - 1 maintainer
transcribe-anything 2.7.36
Uses whisper AI to transcribe speach from video and audio files. Also accepts urls for youtube, r...
78 versions - Latest release: about 1 month ago - 1 dependent package - 1 dependent repositories - 859 downloads last month - 353 stars on GitHub - 1 maintainer
slg-nimrod 0.0.8
minimal deep learning framework
8 versions - Latest release: 8 months ago - 17 downloads last month - 0 stars on GitHub - 1 maintainer
Top 7.7% on pypi.org
sherpa-onnx 1.9.25
Speech-to-text, text-to-speech, and speaker recongition using next-gen Kaldi with onnxruntime wit...
79 versions - Latest release: 16 days ago - 1 dependent repositories - 16.1 thousand downloads last month - 745 stars on GitHub - 2 maintainers
watson-streaming 0.0.13
Speech to text transcription in real-time using IBM Watson
13 versions - Latest release: about 4 years ago - 2 dependent repositories - 106 downloads last month - 3 stars on GitHub - 1 maintainer
Top 6.6% on pypi.org
mltu 1.2.5
Machine Learning Training Utilities (MLTU) for TensorFlow and PyTorch
39 versions - Latest release: 29 days ago - 3 dependent repositories - 3.35 thousand downloads last month - 157 stars on GitHub - 1 maintainer
autotranscribe 0.1.5
An auto transcription service for youtube and normal videos.
14 versions - Latest release: about 1 year ago - 118 downloads last month - 2 stars on GitHub - 1 maintainer
stark-place 1.1.0
S.T.A.R.K. Platform Library And Community Extensions
5 versions - Latest release: 8 months ago - 33 downloads last month - 4 stars on GitHub - 1 maintainer
voicegain-speech 1.101.0
Voicegain Speech-to-Text Python SDK
143 versions - Latest release: 2 months ago - 1 dependent repositories - 2.55 thousand downloads last month - 3 stars on GitHub - 1 maintainer
Top 9.9% on pypi.org
tensorflowasr 2.0.0
Almost State-of-the-art Automatic Speech Recognition using Tensorflow 2
44 versions - Latest release: 29 days ago - 1 dependent repositories - 733 downloads last month - 886 stars on GitHub - 1 maintainer
vid2cleantxt 0.0.2
A command-line tool to easily transcribe speech-based video files into clean text. also in Colab.
2 versions - Latest release: over 2 years ago - 1 dependent repositories - 37 downloads last month - 161 stars on GitHub - 1 maintainer
audioanalyser 0.0.6 💰
Audio Analyser: Transform call recordings into actionable insights
6 versions - Latest release: 4 months ago - 31 downloads last month - 2 stars on GitHub - 1 maintainer
Top 8.8% on pypi.org
kalliope 0.7.2
Kalliope is a modular always-on voice controlled personal assistant designed for home automation.
20 versions - Latest release: about 2 years ago - 2 dependent repositories - 121 downloads last month - 1,697 stars on GitHub - 1 maintainer
Top 1.7% on pypi.org
jiwer 3.0.4
Evaluate your speech-to-text system with similarity measures such as word error rate (WER)
20 versions - Latest release: 28 days ago - 43 dependent packages - 1,125 dependent repositories - 528 thousand downloads last month - 549 stars on GitHub - 1 maintainer
Top 9.0% on pypi.org
whisper-ctranslate2 0.4.3
Whisper command line client that uses CTranslate2 and faster-whisper
44 versions - Latest release: 27 days ago - 1 dependent repositories - 3.36 thousand downloads last month - 766 stars on GitHub - 1 maintainer
pellipop 0.8.6
A graphical and command-line tool to extract key frames from videos along with their retranscript...
52 versions - Latest release: about 1 month ago - 1 dependent repositories - 744 downloads last month - 1 stars on GitHub - 1 maintainer
speech-dataset-generator 1.0.0
🔊 Create labeled datasets, enhance audio quality, identify speakers, support diverse dataset type...
1 version - Latest release: 3 months ago - 18 downloads last month - 135 stars on GitHub - 1 maintainer
ef-sherpa-onnx 1.9.21.dev1
Speech-to-text, text-to-speech, and speaker recongition using next-gen Kaldi with onnxruntime wit...
1 version - Latest release: about 1 month ago - 114 downloads last month - 745 stars on GitHub - 1 maintainer
Top 0.9% on pypi.org
vosk 0.3.45
Offline open source speech recognition API based on Kaldi and Vosk
34 versions - Latest release: over 1 year ago - 37 dependent packages - 183 dependent repositories - 49.1 thousand downloads last month - 7,035 stars on GitHub - 1 maintainer
kaldi-helpers 0.22
Scripts for preparing language data for use with Kaldi ASR
1 version - Latest release: over 5 years ago - 1 dependent repositories - 31 downloads last month - 14 stars on GitHub - 1 maintainer
Top 9.1% on pypi.org
spokestack 0.0.22 💰
Spokestack Library for Python
17 versions - Latest release: almost 3 years ago - 4 dependent repositories - 495 downloads last month - 138 stars on GitHub - 1 maintainer
pronunciation-dictionary 0.0.6
Library to save and load pronunciation dictionaries (language-independent).
5 versions - Latest release: 4 months ago - 8 dependent packages - 6 dependent repositories - 84 downloads last month - 2 stars on GitHub - 1 maintainer
zoom-audio-transcribe 0.1.1
Zoom Audio Transcription offline
2 versions - Latest release: over 3 years ago - 1 dependent repositories - 26 downloads last month - 29 stars on GitHub - 1 maintainer
Top 6.9% on pypi.org
kaldi-active-grammar 3.1.0 💰
Kaldi speech recognition with grammars that can be set active/inactive dynamically at decode-time
42 versions - Latest release: over 2 years ago - 2 dependent packages - 2 dependent repositories - 249 downloads last month - 329 stars on GitHub - 1 maintainer
voskintentvoiceconverthanzi 0.3.32
Offline open source speech recognition API based on Kaldi and Vosk
1 version - Latest release: over 2 years ago - 1 dependent repositories - 8 downloads last month - 7,035 stars on GitHub - 1 maintainer
Top 4.1% on pypi.org
whisper-timestamped 1.15.4
Multi-lingual Automatic Speech Recognition (ASR) based on Whisper models, with accurate word time...
11 versions - Latest release: about 1 month ago - 8 dependent packages - 4 dependent repositories - 40.3 thousand downloads last month - 1,176 stars on GitHub - 3 maintainers
werpy 2.1.2
A powerful yet lightweight Python package to calculate and analyze the Word Error Rate (WER).
13 versions - Latest release: about 2 months ago - 1 dependent repositories - 1.14 thousand downloads last month - 9 stars on GitHub - 1 maintainer
pywer 0.1.1
A simple Python package to calculate word error rate (WER).
2 versions - Latest release: over 3 years ago - 1 dependent repositories - 197 downloads last month - 5 stars on GitHub - 1 maintainer
slashml 0.1.6
A Python client for interacting with SlashML servicesDeveloped by SlashML.
11 versions - Latest release: 5 months ago - 36 downloads last month - 4 stars on GitHub - 2 maintainers
quail 0.2.2
A python toolbox for analyzing and plotting free recall data
8 versions - Latest release: 7 months ago - 1 dependent repositories - 86 downloads last month - 18 stars on GitHub - 1 maintainer
mexca 1.0.4
Emotion expression capture from multiple modalities.
11 versions - Latest release: about 1 month ago - 243 downloads last month - 26 stars on GitHub - 1 maintainer
africanwhisper 0.9.3
A framework for fast fine-tuning and API endpoint deployment of Whisper model specifically develo...
20 versions - Latest release: about 1 month ago - 776 downloads last month - 11 stars on GitHub - 1 maintainer
at16k 0.1.5
at16k is a Python library to perform automatic speech recognition or speech to text conversion.
5 versions - Latest release: over 3 years ago - 1 dependent repositories - 50 downloads last month - 130 stars on GitHub - 1 maintainer
srtvoiceext 0.1.2
A command line interface to combine text information from subtitles with voice data in the video.
6 versions - Latest release: almost 7 years ago - 1 dependent repositories - 27 downloads last month - 19 stars on GitHub - 1 maintainer
tafrigh 1.1.3
تفريغ النصوص وإنشاء ملفات SRT و VTT باستخدام نماذج Whisper وتقنية wit.ai.
6 versions - Latest release: 6 months ago - 1.4 thousand downloads last month - 83 stars on GitHub - 1 maintainer
transcribe-compare 0.2.4
Voicegain Compare transcription
5 versions - Latest release: almost 3 years ago - 1 dependent repositories - 32 downloads last month - 8 stars on GitHub - 1 maintainer
angle 0.1.9 💰
Angle : speakable programming language compiling to python bytecode
7 versions - Latest release: over 7 years ago - 1 dependent repositories - 150 downloads last month - 128 stars on GitHub - 1 maintainer
Top 8.5% on pypi.org
ovos-stt-plugin-vosk 0.1.4
A vosk stt plugin for mycroft
17 versions - Latest release: over 1 year ago - 5 dependent packages - 3 dependent repositories - 3.81 thousand downloads last month - 14 stars on GitHub - 2 maintainers
pynuance 0.1.4
Python wrapper for Nuance Communications services
2 versions - Latest release: almost 7 years ago - 1 dependent repositories - 12 downloads last month - 3 stars on GitHub - 1 maintainer
piper-whistle 1.6.253
CLI tool to manage piper voices.
26 versions - Latest release: 5 months ago - 202 downloads last month - 3 stars on GitLab.com - 1 maintainer
anaouder 0.9.2
Breton language speech-to-text tools
12 versions - Latest release: 19 days ago - 386 downloads last month - 5 stars on GitHub - 1 maintainer
automatic-speech-recognition 1.0.4
Distill the Automatic Speech Recognition (TensorFlow)
3 versions - Latest release: about 4 years ago - 1 dependent repositories - 448 downloads last month - 222 stars on GitHub - 1 maintainer
myproject101 1.0
Speech recognition module for Python, supporting several engines and APIs, online and offline.
1 version - Latest release: about 3 years ago - 1 dependent repositories - 19 downloads last month - 8,019 stars on GitHub - 1 maintainer
whisper-s2t 1.3.1
An Optimized Speech-to-Text Pipeline for the Whisper Model.
5 versions - Latest release: 3 months ago - 2 dependent packages - 714 downloads last month - 42 stars on GitHub - 1 maintainer
benchmarkstt 1.1
A library for benchmarking AI/ML applications.
7 versions - Latest release: about 3 years ago - 1 dependent repositories - 206 downloads last month - 52 stars on GitHub - 2 maintainers
tatt 0.981
Tatt creates a uniform API for multiple speech-to-text (STT) services.
55 versions - Latest release: almost 5 years ago - 1 dependent repositories - 557 downloads last month - 11 stars on GitHub - 1 maintainer
geniusrise-audio 0.1.12
audio bolts for geniusrise
13 versions - Latest release: 3 months ago - 95 downloads last month - 1 stars on GitHub - 1 maintainer
asrt 0.1.0 💰
A Deep-Learning-Based Auto Speech Recognition Toolkit
1 version - Latest release: over 3 years ago - 1 dependent repositories - 39 downloads last month - 7,450 stars on GitHub - 1 maintainer
Top 9.1% on pypi.org
speechmatics-python 1.14.8
Python library and CLI for Speechmatics
33 versions - Latest release: 19 days ago - 1 dependent package - 1 dependent repositories - 5.76 thousand downloads last month - 53 stars on GitHub - 1 maintainer
iago 0.2.8
The package contains your python assistant for Speech Recognition and Text to Speech
10 versions - Latest release: over 3 years ago - 1 dependent repositories - 78 downloads last month - 2 stars on GitHub - 1 maintainer
transcribe-align-textgrid 0.2.1
Create for-aligned transcription TextGrids from Audio
2 versions - Latest release: 4 months ago - 39 downloads last month - 9 stars on GitHub - 1 maintainer
whisperer-ml 0.1.7
Go from raw audio to a text-audio dataset with OpenAI's Whisper
7 versions - Latest release: about 1 year ago - 1 dependent repositories - 76 downloads last month - 7,821 stars on GitHub - 1 maintainer
oreille 0.1.4
Oreille is a wrapper on OpenAPI Whisper API. It's provide support for long audio files.
3 versions - Latest release: 9 months ago - 20 downloads last month - 6 stars on GitHub - 1 maintainer
speechbrain-geoph9 0.5.12a0
All-in-one speech toolkit in pure Python and Pytorch
1 version - Latest release: almost 2 years ago - 1 dependent repositories - 18 downloads last month - 7,821 stars on GitHub - 1 maintainer
whisperx 3.1.3 💰
Time-Accurate Automatic Speech Recognition using Whisper.
3 versions - Latest release: about 2 months ago - 3 dependent packages - 13.2 thousand downloads last month - 8,782 stars on GitHub - 1 maintainer
Top 6.1% on pypi.org
rev-ai 2.19.4
Rev AI makes speech applications easy to build!
31 versions - Latest release: 5 months ago - 2 dependent packages - 10 dependent repositories - 7.39 thousand downloads last month - 35 stars on GitHub - 3 maintainers
banterbot 0.0.16
BanterBot: An OpenAI ChatGPT-powered chatbot with Azure Neural Voices. Supports speech-to-text an...
16 versions - Latest release: 19 days ago - 118 downloads last month - 9 stars on GitHub - 1 maintainer
pvoctopus 2.0.0
Octopus Speech-to-Index engine.
13 versions - Latest release: 6 months ago - 1 dependent package - 1 dependent repositories - 126 downloads last month - 34 stars on GitHub - 1 maintainer
drdictaphone-shared 0.9.1
Dictation app for the terminal and Neovim
4 versions - Latest release: 5 months ago - 1 dependent package - 30 downloads last month - 3 stars on GitHub - 1 maintainer
stark-engine 4.0.7
S.T.A.R.K - Speech and Text Algorithmic Recognition Kit. Modern framework for creating powerfull ...
8 versions - Latest release: 8 months ago - 92 downloads last month - 49 stars on GitHub - 1 maintainer
Top 2.8% on pypi.org
adapt-parser 1.0.0
A text-to-intent parsing framework.
22 versions - Latest release: over 2 years ago - 11 dependent packages - 58 dependent repositories - 6.31 thousand downloads last month - 709 stars on GitHub - 1 maintainer
transcribe-allign-textgrid 0.1.5
Create for-alligned transcription TextGrids from Audio
5 versions - Latest release: 7 months ago - 66 downloads last month - 9 stars on GitHub - 1 maintainer
whisperx-karaoke 0.1.1 💰
WhisperX: Automatic Speech Recognition with Word-level Timestamps (& Diarization)
2 versions - Latest release: 30 days ago - 8,782 stars on GitHub - 1 maintainer
balena-cpu 1.0.0 💰
BALanced Execution through Natural Activation : a human-computer interaction methodology for code...
1 version - Latest release: 4 months ago - 35 downloads last month - 5 stars on GitHub - 1 maintainer
drdictaphone-neovim-plugin 0.9.1
DrDictaphone plugin for Neovim
3 versions - Latest release: 5 months ago - 19 downloads last month - 3 stars on GitHub - 1 maintainer
whisperyt 0.1.4
Using Gladia's Whisper API for transcribing YouTube videos
6 versions - Latest release: 6 months ago - 55 downloads last month - 1 maintainer
pyrobbot 0.7.6
Chat with GPT LLMs over voice, text or both. With access to the internet.Powered by OpenAI.
22 versions - Latest release: 3 months ago - 189 downloads last month - 51 stars on GitHub - 1 maintainer
autobi-py 0.2.1
A python wrapper and interface around AuToBI
2 versions - Latest release: 7 months ago - 28 downloads last month - 0 stars on GitHub - 1 maintainer
acapela-downloader-py 0.1.7
Acapela pwned but in Python.
15 versions - Latest release: 12 months ago - 190 downloads last month - 89 stars on GitHub - 1 maintainer
openlrc 1.3.1
Transcribe (whisper) and translate (gpt) voice into LRC file.
25 versions - Latest release: 26 days ago - 326 downloads last month - 295 stars on GitHub - 1 maintainer
pafts 0.0.1
Library That Preprocessing Audio For TTS.
2 versions - Latest release: about 1 year ago - 24 downloads last month - 6 stars on GitHub - 1 maintainer
armspeech 0.1.4 💰
ArmSpeech is an offline Armenian speech recognition library (speech-to-text) and CLI tool based o...
3 versions - Latest release: 12 months ago - 16 downloads last month - 2 stars on GitHub - 1 maintainer
aniemore 1.2.3
Aniemore (Artem Nikita Ilya EMOtion REcognition) is a library for emotion recognition in voice an...
11 versions - Latest release: 4 months ago - 272 downloads last month - 42 stars on GitHub - 3 maintainers
nlptutti 0.0.2
nlp measurement package
10 versions - Latest release: over 1 year ago - 1 dependent repositories - 965 downloads last month - 45 stars on GitHub - 1 maintainer
usttc 0.0.8
Unified Speech-to-text Client
8 versions - Latest release: about 1 year ago - 1 dependent repositories - 6 downloads last month - 3 stars on GitHub - 1 maintainer
transcribe 0.0.7
Convert images or audio files to plain text on the command line
6 versions - Latest release: almost 5 years ago - 3 dependent repositories - 116 downloads last month - 33 stars on GitHub - 1 maintainer
tiramisu-asr 0.2.3
Almost State-of-the-art Automatic Speech Recognition using Tensorflow 2
2 versions - Latest release: over 3 years ago - 1 dependent repositories - 20 downloads last month - 899 stars on GitHub - 1 maintainer
Top 8.7% on pypi.org
stt-tflite 0.10.0a10
A library for doing speech recognition using a Coqui STT model
6 versions - Latest release: almost 3 years ago - 2 dependent repositories - 315 downloads last month - 2,140 stars on GitHub - 1 maintainer
Top 4.8% on pypi.org
stt 1.4.0
A library for doing speech recognition using a Coqui STT model
35 versions - Latest release: over 1 year ago - 20 dependent repositories - 2.43 thousand downloads last month - 2,140 stars on GitHub - 2 maintainers
spych 0.0.5
Python wrapper for the deepspeech library
5 versions - Latest release: almost 2 years ago - 1 dependent repositories - 15 downloads last month - 0 stars on GitHub - 1 maintainer
speechpro-cloud-python 0.1.10
Python клиент для API распознавания и синтеза речи Облака ЦРТ
11 versions - Latest release: over 3 years ago - 1 dependent repositories - 124 downloads last month - 11 stars on GitHub - 1 maintainer
Related Keywords
speech-recognition 105 python 47 asr 45 deep-learning 30 stt 26 speech 24 automatic-speech-recognition 24 voice-recognition 24 whisper 22 machine-learning 22 transcription 17 text-to-speech 17 tensorflow 17 pytorch 14 deepspeech 12 audio 12 openai 11 nlp 11 tts 10 python3 10 speech-synthesis 9 transformers 8 audio-processing 8 neural-networks 8 offline 8 on-device 8 voice 7 embedded 7 speech-recognition-api 7 speech-processing 7 speech-recognizer 7 kaldi 6 language-model 6 ASR 6 speaker-diarization 6 speech recognition 6 linux 6 Voice Recognition 6 Speech Recognition 6 word-error-rate 6 raspberry-pi 5 transformer 5 wer 5 speechrecognition 5 natural-language-processing 5 speaker-verification 5 speaker-recognition 5 vosk 5 huggingface 5 chatgpt 5 automatic speech recognition 4 deep-neural-networks 4 inference 4 speech-analysis 4 terminal 4 transcribe 4 Speech-to-Text 4 Automatic Speech Recognition 4 asyncio 4 deepspeech2 4 conformer 4 ai 4 sdk 4 NLP 4 voice-commands 4 android 4 ios 4 speech to text 4 text 4 windows 4 package 4 dictation 4 openai-whisper 4 artificial-intelligence 4 openai-api 4 wav2vec2 3 ctc 3 search 3 voice-to-text 3 realtime 3 mycroft 3 ovos 3 vits 3 plugin 3 AI 3 faster-whisper 3 onnx 3 spoken-language-understanding 3 cross-platform 3 chatbot 3 ocr 3 gpt 3 speech-toolkit 3 speech-separation 3 speech-enhancement 3 youtube 3 open-source 3 assistant 3 bot 3 machine-translation 3