Automating Data Annotation and Data Generation for ML/AI

Bitext automatically annotates and generates NLP data for and AI/ML applications, both for
training and for evaluation.

Our unique differentiator: we automate all processes, using our NLP technology to annotate
data and NLG technology to produce Synthetic Training Data.

Lexical Data:

Bitext produces lexical dictionaries that contain detailed information like POS, morphological
attributes, frequency in corpora…
Bitext has produced these dictionaries for 77 languages (including Indian and Asian languages)
and 25 language variants (including 6 variants for Spanish, Canadian French…).

These dictionaries are used for a wide range of use cases:

• Lemmatization for Search and Indexing
• Lemmatization for Topic Modelling
• Spelling and Grammar checking
• Key phrase extraction
• Corpus annotation

Semantic Data: 

Bitext produces synonym dictionaries both for general purpose (complementing WordNet) and specific verticals like Finance, Human Resources, Legal…

All synonyms include linguistic attributes like POS, inflected forms, frequency in Bitext general and vertical-specific corpora…

3. Synthetic Text Generation Tools to produce custom data with NLG technology

Currently focused on assistants/chatbots, Bitext NLG toolset generates custom training and
eval datasets for your chatbots.

These datasets are annotated for:

• language register (colloquial, formal…)
• offensive language
• syntactic complexity…
• spelling, grammar checking

We also tag speech/voice transcription errors (customized for different ASR engines) and many more linguistic features: lemma, POS, morphological attributes, entities…