Generative AI Data Solutions
Generative AI Data Solutions
Supervised
Fine-Tuning
Supervised Fine-Tuning
High-Quality Data for Fine-Tuning LLMs.
High-Quality Data for Fine-Tuning LLMs.
![](https://innodata.com/wp-content/uploads/2024/06/Supervised-Fine-Tuning-hero-1024x859.png)
Generative AI Data Solutions
Generative AI Data Solutions
Supervised
Fine-Tuning
Supervised Fine-Tuning
High-Quality Data for Fine-Tuning LLMs.
High-Quality Data for Fine-Tuning LLMs.
![](https://innodata.com/wp-content/uploads/2024/06/Supervised-Fine-Tuning-hero-1024x859.png)
Innodata offers a full suite of services dedicated to developing and refining data for training both existing and pre-trained large language models (LLMs) through supervised fine-tuning.
With 20+ global delivery centers and a team of 5,000+ on-demand in-house experts, we ensure that the data fueling your LLM super vised fine-tuning leads to optimal model performance.
![](https://innodata.com/wp-content/uploads/2024/07/DataSolutions-Supervised-FineTuning-Graph.png)
![](https://innodata.com/wp-content/uploads/2024/06/SupervisedFineTuningGraph_mobile.png)
Supervised Fine-Tuning
Data Serving Scenarios,
Tasks, and Subtasks
Innodata excels in creating data to support a wide range of simple to highly complex supervised fine-tuning scenarios. Our expert teams develop high-quality training datasets across data modalities, languages, and domains, supporting a wide range of model tasks and subtasks (90+ and counting).
Scenarios
Scenarios
Chain-of-Thought & In-Context
Learning: Series of reasoning
steps laying out variables and
building up the final answers.
Data Augmentation: Imitation
data review, input inversion and
contrast/perturbations.
Dialog: Turn-by-turn
conversations.
Full Length: Original content,
professional summaries, complex
documentation, systematic
reviews.
Creation
- Paper Review
- Summarization
- Title Suggestions
- Email Subjects
- Poem Development Story
- Composition
- Checklists
- Joke
- Culinary Recipes
- Brainstorming
- Image Captioning
Dialog
- Dialogue Act Recognition
- Dialogue Generation
- Dialogue State Tracking
- Discourse Connective Identification
- Discourse Real
- Discourse Relation Classification
- Speaker Identification
- Speaker Relation Classification
- Image Reasoning
- Image Summarization
Document Info
- Section Classification
- Spam Classification
- Style Transfer
- Text Categorization
- Text Completion
- Text Matching
- Text Quality Evaluation
- Text Summarization
Editing
- Grammar Error Correction
- Grammar Error Detection
- Spelling Error Detection
- Punctuation Error Detection
- Paraphrasing
- Sentence Composition
- Sentence Compression
- Sentence Expansion
- Sentence Ordering
- Sentence Perturbation
- Synonyms / Antonyms
Logic & Semantics
- Coherence Classification
- Commonsense Classification
- Cause Effect Classification
- Mathematics
- Intent Identification
- Irony Detection
- Negotiation Strategy Detection
- Stance Detection
- Stereotype Detection
- Sentiment Analysis
- Textual Entailment
- Toxic Language Detection
- Harmful Content Detection
- Inference
- Chain-of-Thought
- Find Repeated Patterns
- Find Differences / Similarities
Programming
- Code to Text
- Text to Code
- Program Execution
- Data to Text
- Code Documentation
- Bug Identification
- Synthetic Data Generation
Question Answering
- Answer Verification
- Answerability Classification
- Explanation & Suggestions
- Fact Verification
- Question Decomposition
- Question Generation
- Question Rewriting
- Question Understanding
- Recommendation
- Multiple choice QA
- Input Inversion (Jeopardy style)
- Closed QA / Open QA
Translation
- Source Language to Target Language (85+ Native Languages)
Textual Information
- Coreference Resolution
- Data to Text
- Entity Generation
- Entity Relation Classification
- Information Extraction
- Keyword Tagging
- Language Identification
- Named Entity Recognition
- Number Conversion
- Word Analogy
- Word Relation Classification
- Wrong Candidate Generation
- Word Sense Disambiguation
Creation
- Paper Review
- Summarization
- Title Suggestions
- Email Subjects
- Poem Development
- Story Composition
- Jokes
- Checklists
- Culinary Recipes
- Brainstorming
- Image Captioning
Dialog
- Dialogue Act Recognition
- Dialogue Generation
- Dialogue State Tracking
- Discourse Connective Identification
- Discourse Relation Classification
- Speaker Identification
- Speaker Relation Classification
- Image Reasoning
- Image Summarization
Document Info
- Section Classification
- Spam Classification
- Style Transfer
- Text Categorization
- Text Completion
- Text Matching
- Text Quality Evaluation
- Text Summarization
Editing
- Grammar Error Correction
- Grammar Error Detection
- Spelling Error Detection
- Punctuation Error Detection
- Paraphrasing
- Sentence Composition
- Sentence Compression
- Sentence Expansion
- Sentence Ordering
- Sentence Perturbation
- Synonyms / Antonyms
Logic & Semantics
- Coherence Classification
- Commonsense Classification
- Cause Effect Classification
- Mathematics
- Intent Identification
- Irony Detection
- Negotiation Strategy Detection
- Stance Detection
- Stereotype Detection
- Sentiment Analysis
- Textual Entailment
- Toxic Language Detection
- Harmful Content Detection
- Inference
- Chain-of-Thought
- Find Repeated Patterns
- Find Differences Similarities
Programming
- Code to Text
- Text to Code
- Program Execution
- Data to Text
- Code Documentation
- Bug Identification
- Synthetic Data Generation
Question Answering
- Answer Verification
- Answerability Classification
- Explanation & Suggestions
- Fact Verification
- Question Decomposition
- Question Generation
- Question Rewriting
- Question Understanding
- Recommendation
- Multiple Choice QA
- Input inversion (Jeopardy style)
- Closed QA / Open QA
Translation
- Source Language to Target Language (85+ Native Languages)
Textual Information
- Coreference Resolution
- Data to Text
- Entity Generation
- Entity Relation Classification
- Information Extraction
- Keyword Tagging
- Language Identification
- Named Entity Recognition
- Number Conversion
- Word Analogy
- Word Relation Classification
- Wrong Candidate Generation
- Word Sense Disambiguation
Experts Across Diverse Domains
Innodata’s global on-demand teams create customized datasets that meet your domain-specific data requirements for fine-tuning LLMs.
In-house linguists, taxonomists, and subject matter experts span a range of diverse domains, including:
![Legal](https://innodata.com/wp-content/uploads/2024/06/Supervised-FineTuning-Icons-01.png)
Caselaw, Legislations, Privacy, IP, Contracts, Tax & Accounting, International Law, International Arbitration, Regulatory Compliance
![Sciences](https://innodata.com/wp-content/uploads/2024/06/Supervised-FineTuning-Icons-02.png)
General Physics, Geo Physics, Astrophysics, Thermo Dynamics, Chemistry, Biochemistry, Geology, Biotechnology, Algebra, Calculus, Statistics & Probability
![Engineering](https://innodata.com/wp-content/uploads/2024/06/Supervised-FineTuning-Icons-03.png)
Electrical, Radio & Communications, Mechanical, Aerospace, Software Engineering
![History & Arts](https://innodata.com/wp-content/uploads/2024/06/Supervised-FineTuning-Icons-05.png)
General History, Modern History, Music, Fine Arts, Electronic Arts, Copyright and Licensing
![Banking & Finance](https://innodata.com/wp-content/uploads/2024/06/Supervised-FineTuning-Icons-04.png)
Investment Banking, Credit Rating, Risk Management, Retail Banking, Hedge Funds, Options & Futures, Collateral Risk, Derivatives, Commodities, ESG, Governance, Mortgage & Loans
![General Content](https://innodata.com/wp-content/uploads/2024/06/Supervised-FineTuning-Icons-06.png)
Trade Books, E-books & Audio Books, Magazine & Periodicals, Educational Content, Digital Media
![Healthcare](https://innodata.com/wp-content/uploads/2024/06/Supervised-FineTuning-Icons-07.png)
Payee/Payer, GCP, EHR, Clinical Science, Pharmacology, Nursing, Biomarkers, Drug Interactions, Molecular Biology, Veterinary Sciences
![Pharma & Drug](https://innodata.com/wp-content/uploads/2024/06/Supervised-FineTuning-Icons-08.png)
Drug Information, Drug Safety, Structured Product Labelling, Drug Regulations, Pharmacokinetics, Drug Interactions
![Insurance](https://innodata.com/wp-content/uploads/2024/06/Supervised-FineTuning-Icons-09.png)
Payee, Payer Processing, Underwriting, Insurance Regulations, General Insurance, Health Insurance, Vehicle Insurance, Reinsurance, Insurtech
![Biology](https://innodata.com/wp-content/uploads/2024/06/Supervised-FineTuning-Icons-10.png)
Agriculture, Marine Biology, Oceanography, Pest & Crop Disease
![Social Media](https://innodata.com/wp-content/uploads/2024/06/Supervised-FineTuning-Icons-15.png)
Entity Recognition, Brand Tracking, Event Detection, Risk Prediction, Ad-Fraud, Spam Detection, Data Security, Fairness Evaluation
![Technology](https://innodata.com/wp-content/uploads/2024/06/Supervised-FineTuning-Icons-11.png)
Cloudtech, Analytics, Software, Hardware, AI & Gen AI, Robotics, Smart Devices & Wearables, AR/VR, Faang
![Government](https://innodata.com/wp-content/uploads/2024/06/Supervised-FineTuning-Icons-12.png)
Defense, Government Information, Operations, Permits
![Mobility](https://innodata.com/wp-content/uploads/2024/06/Supervised-FineTuning-Icons-13.png)
Autonomous Driving & Vehicles, Navigation & Maps
![Retail & Ecommerce](https://innodata.com/wp-content/uploads/2024/06/Supervised-FineTuning-Icons-14.png)
FMCG, Pharma, Fashion & Jewelry, Ecommerce
![Energy & Utility](https://innodata.com/wp-content/uploads/2024/06/Supervised-FineTuning-Icons-16.png)
Oil & Gas, Production & Distribution
![Electrical Energy](https://innodata.com/wp-content/uploads/2024/06/Supervised-FineTuning-Icons-17.png)
Power Generation, and Energy Distribution
![And Many More](https://innodata.com/wp-content/uploads/2024/06/Supervised-FineTuning-Icons-18.png)
On-staff industry specialists to handle any need across domains…
Experts Across Diverse Domains
Innodata’s global on-demand teams create customized datasets that meet your domain-specific data requirements for fine-tuning LLMs. In-house linguists, taxonomists, and subject matter experts span a range of diverse domains, including:
-
Legal
-
Sciences
-
Engineering
-
History & Arts
-
Banking & Finance
-
General Content
-
Healthcare
-
Pharma & Drug
-
Insurance
-
Biology
-
Social Media
-
Technology
-
Government
-
Mobility
-
Retail & Ecommerce
-
Energy & Utility
-
Electrical Energy
-
And Many More
How Innodata Accelerates Your Generative AI Fine-Tuning
Innodata accelerates your generative AI initia tives with a global network of 5,000+ in-house SMEs across all major domains. Our SMEs hold advanced degrees, including Masters and PhDs, and possess deep industry knowledge for any dataset need.
![](https://innodata.com/wp-content/uploads/2024/06/Fine-Tuning-assets_SMEs-e1719346587976.png)
![](https://innodata.com/wp-content/uploads/2024/06/High-Precision-Training-Data.png)
Our expert teams craft high-quality training datasets that cater to a vast array of super vised fine-tuning scenarios. This data encom passes diverse modalities (text, image, video, audio, code) and over 85 languages.
![](https://innodata.com/wp-content/uploads/2024/06/MasteringComplexity.jpg)
We excel in creating training datasets for even the most complex fine-tuning tasks. Our expertise spans diverse modalities, a multitude of languages, and nuanced domain-specific content.
![](https://innodata.com/wp-content/uploads/2024/06/MasteringComplexity.jpg)
We excel in creating training datasets for even the most complex fine-tuning tasks. Our expertise spans diverse modalities, a multitude of languages, and nuanced domain-specific content.
Innodata accelerates your generative AI initia tives with a global network of 5,000+ in-house SMEs across all major domains. Our SMEs hold advanced degrees, including Masters and PhDs, and possess deep industry knowledge for any dataset need.
![](https://innodata.com/wp-content/uploads/2024/06/High-Precision-Training-Data.png)
Our expert teams craft high-quality training datasets that cater to a vast array of super vised fine-tuning scenarios. This data encom passes diverse modalities (text, image, video, audio, code) and over 85 languages.
![High-Precision Training Data](https://innodata.com/wp-content/uploads/2024/06/High-Precision-Training-Data.png)
Our expert teams craft high-quality training datasets that cater to a vast array of super vised fine-tuning scenarios. This data encom passes diverse modalities (text, image, video, audio, code) and over 85 languages.
Your Partner for Generative AI Model Development.
Innodata is your comprehensive Generative AI data partner. Beyond data for supervised fine-tuning, we provide services for human preference optimization, RAG development, red teaming, and model safety and evaluation services. Talk to an expert today.
Fuel Advanced AI/ML Model Development With Innodata’s Data Solutions for Generative AI
Innodata is your comprehensive Generative AI data partner. Beyond data for supervised fine-tuning, we provide services for human preference optimization, RAG development, red teaming, and model safety and evaluation services. Talk to an expert today.