Automating Data Annotation and Data Generation for Gen 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.
Our Customers
Working with 3 of the Top 5 Largest Companies in NASDAQ
At Bitext, we generate different main types of data:
Bitext provides Generative AI services crafted to enhance your business solutions
We compile and refine data to sharpen language models for heightened precision and accuracy.
Sector-Specific Text Generation
Our offering generates targeted text for areas such as legal and medical to train your sector-focused AI.
Content Toxicity Evaluation
Our method employs adaptable metrics to evaluate and mitigate toxic content in AI-generated messages accurately.
We scrutinize generative AI outcomes for quality across various markets and languages, adjusting AI to meet specific market requirements via Reinforcement Learning from Human Feedback (RLHF).
Prompt Engineering/Finetuning
We design and refine natural language prompts to accurately reflect varied user interactions with your AI.
AI Response Quality Analysis
Through our broad network, we enable an in-depth comparison of AI responses to boost model precision and reliability.
Accuracy Verification
We thoroughly check AI-generated content for factual accuracy and realism to avert the dissemination of false information.
Customized Feedback for Tone and Conciseness
Our tailored evaluations guarantee that AI responses are appropriately toned and concise, fitting the specific scenarios of users.
Text Annotation Tools to tag your data with Linguistic Knowledge: POS, NER, Topic
Bitext provides core linguistic tools to automatically pre-annotate custom corpora & datasets:
- Lemma, POS and morphological attributes
- Named Entities like Person Name, Last Name, Company, etc.
- Key Phrases or Constituents
- Topic-Level sentiment analysis
- Offensive language
Lexical and Semantic Data for NLP applications in 77 languages and 25 variants
Core linguistic data for any NLP application: Lexical Data and Semantic Data
Lexical Data:
Bitext produces lexical dictionaries that contain detailed information like POS, morphological
attributes, frequency in corpora, and more
Bitext has produced these dictionaries for 77 languages (including Indian and Asian languages)
and 25 language variants (including 6 variants for Spanish, Canadian French, etc.)
.
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 purposes (complementing WordNet) and for specific verticals like Finance, Human Resources, and Legal.
All synonyms include linguistic attributes like POS, inflected forms, frequency in Bitext in general, and vertical-specific corpora.
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, etc.)
- Offensive language
- Syntactic complexity
- Spelling and grammar checking
We also tag speech/voice transcription errors (customized for different ASR engines) and other linguistic features like lemma, POS, morphological attributes, entities, and more
Pre-Built Datasets to train and evaluate your assistant/chatbot
Bitext has produced different vertical datasets to instantly train and evaluate your bot
These datasets are already tagged with:
- Language register (colloquial, formal…)
- Offensive language
- Syntactic complexity…
- Spelling and grammar checking
- Speech/voice transcription errors (customized for different ASR engines)
- Linguistic features like lemma, POS, morphological attributes, entities, and many more
MADRID, SPAIN
Camino de las Huertas, 20, 28223 Pozuelo
Madrid, Spain
SAN FRANCISCO, USA
541 Jefferson Ave Ste 100, Redwood City
CA 94063, USA