A generative AI model (LLM) used for tasks like content transformation and extraction of insights/summaries.
Gemini is a Generative AI LLM developed by Google, cited in the comparative analysis of entity extraction performance. When tested for entity extraction in the sources, the older experimental version of Gemini produced zero recognized entities.
This result highlights the unsuitability of using general-purpose LLMs for specialized, scalable entity analysis tasks that require precision and consistency, reinforcing the recommendation to use purpose-built NLP APIs instead.
Sources & References
Explore other APIs terms
A
Amazon Comprehend
An NLP API mentioned for various text analysis tasks including entity extraction, sentiment analysis, and…
A
Apps Script
An integration option that allows for the incorporation of automation with Google Cloud's APIs, useful…
C
ChatGPT / GPT-4 (OpenAI)
Generative AI models/APIs used for tasks like content transformation and comparison in entity extraction, but…
D
DataForSEO API
A set of APIs for keyword research and SERP analysis, including SERP API, Keywords Data…
D
Deepseek R1
A newer generative AI chatbot used in entity extraction comparisons.
E
Elasticsearch
Mentioned as a tool/API example for fuzzy matching and product name standardization.
F
FuzzyWuzzy/RapidFuzz/PolyFuzz
Python libraries/algorithms specifically used for fuzzy string matching.
G
Gensim
A library associated with topic modeling algorithms like LDA.
G
Google Autocomplete APIs
Offer easy access to real-time keyword suggestions across various Google platforms (Search, YouTube, Maps, Merchant).
G
Google Cloud
The system hosting various Google APIs, including the Natural Language API and Knowledge Graph API.
G
Google Cloud AutoML
A tool used to fine-tune pre-trained models on specialized domains/data (e.g., specializing Google's classification for…
G
Google Cloud Natural Language API
A versatile NLP API provided by Google Cloud with modules for entity identification, sentiment analysis,…