NEW YORK, NY / ACCESSWIRE / April 25, 2024 / Innodata Inc. (NASDAQ:INOD), a leading data engineering company, today announced that it has released an open-source LLM Evaluation Toolkit, together with a repository of 14 semi-synthetic and human-crafted evaluation datasets, that enterprises can utilize for evaluating the safety of their Large Language Models (LLMs) in the context of enterprise tasks.
Using the toolkit and the datasets, data scientists can automatically test the safety of underlying LLMs across multiple harm categories simultaneously. By identifying the precise input conditions that generate problematic outputs, developers can understand how their AI systems respond to a variety of prompts and can identify remedial fine-tuning required to align the systems to the desired outcomes. Innodata encourages enterprise LLM developers to begin utilizing the toolkit and the published data sets as-is. Innodata expects a commercial version of the toolkit and more extensive, continually-updated benchmarking datasets to become available later this year.
Together with the release of the toolkit and the datasets, Innodata published its underlying research around its methods for benchmarking LLM safety. In the paper, Innodata shares the reproduceable results it achieved using the toolkit to benchmark Llama2, Mistral, Gemma, and GPT for factuality, toxicity, bias, and hallucination propensity.
The toolkit, the datasets, and the research are available on GitHub at https://github.com/innodatalabs/innodata-llm-safety.
Innodata began working on trust and safety for one of its Big Tech customers in Q4-2023. In Q1-2024, Innodata won two additional engagements for LLM safety and evaluation - one for a hyperscaler's own foundation models and one for an enterprise customer of the hyperscaler through Innodata's white label program with the hyperscaler. In addition, in Q1-2024, Innodata started pilots for a new customer and an existing customer around LLM trust and safety.
For additional information about Evaluation and Red Teaming in LLMs, see: https://innodata.com/red-teaming-in-llms-unveiling-ai-vulnerabilities/.
About Innodata
Innodata (NASDAQ:INOD) is a global data engineering company delivering the promise of AI to many of the world's most prestigious companies. We provide AI-enabled software platforms and managed services for AI data collection/annotation, AI digital transformation, and industry-specific business processes. Our low-code Innodata AI technology platform is at the core of our offerings. In every relationship, we honor our 30+ year legacy delivering the highest quality data and outstanding service to our customers. Visit www.innodata.com to learn more.
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Innodata Inc.
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SOURCE: Innodata Inc.