LLM articles and use cases

LLM Chatbots

Openai statement: use cases

• Chat and conversation interaction: Users can interact with a conversational agent that responds with responses drawn from trusted documents such as internal company documentation or tech support documentation; conversations must be limited to answering scoped questions
• Chat and conversation creation: Users can create a conversational agent that responds with responses drawn from trusted documents such as internal company documentation or tech support documentation; conversations must be limited to answering scoped questions
• Code generation or transformation scenarios: For example, converting one programming language to another, generating docstrings for functions, converting natural language to SQL.
• Journalistic content: For use to create new journalistic content or to rewrite journalistic content submitted by the user as a writing aid for pre-defined topics. Users cannot use the application as a general content creation tool for all topics. May not be used to generate content for political campaigns.
• Question-answering: Users can ask questions and receive answers from trusted source documents such as internal company documentation. The application does not generate answers ungrounded in trusted source documentation.
• Reason over structured and unstructured data: Users can analyze inputs using classification, sentiment analysis of text, or entity extraction. Examples include analyzing product feedback sentiment, analyzing support calls and transcripts, and refining text-based search with embeddings.
• Search: Users can search trusted source documents such as internal company documentation. The application does not generate results ungrounded in trusted source documentation.
• Summarization: Users can submit content to be summarized for pre-defined topics built into the application and cannot use the application as an open-ended summarizer. Examples include summarization of internal company documentation, call center transcripts, technical reports, and product reviews.
• Writing assistance on specific topics: Users can create new content or rewrite content submitted by the user as a writing aid for business content or pre-defined topics. Users can only rewrite or create content for specific business purposes or pre-defined topics and cannot use the application as a general content creation tool for all topics. Examples of business content include proposals and reports. May not be selected to generate journalistic content (for journalistic use, select the above Journalistic content use case).

Huggingface statement: use cases

Huggingface Agent can do the following (check also use cases listed in docu):

So far we've been using the tools that the agent has access to. These tools are the following:

• Document question answering: given a document (such as a PDF) in image format, answer a question on this document (Donut)
• Text question answering: given a long text and a question, answer the question in the text (Flan-T5)
• Unconditional image captioning: Caption the image! (BLIP)