#taxonomy-generation tag

Bootstrapping

TnT-LLM: Automating Text Taxonomy Generation and Classification With Large Language Models | HackerNoon

TnT-LLM framework enhances text classification using LLM for taxonomy generation and training lightweight classifiers with pseudo-labels from the generated taxonomy.

fromHackernoon

5 months ago

Artificial intelligence

Additional Results: Cross-Lingual Taxonomy Evaluation and In-Depth Classification Analysis | HackerNoon

There is a notable disparity in judgment between human annotators and LLMs regarding user query classifications, particularly in complex intent categories.

fromHackernoon

5 months ago

Scala

TnT-LLM Implementation Details: Pipeline Design, Robustness, and Efficiency | HackerNoon

The LLM-based framework emphasizes robust execution through structured prompts and guardrail tests to ensure reliable output formatting.

fromHackernoon

5 months ago

Bootstrapping

TnT-LLM: Automating Text Taxonomy Generation and Classification With Large Language Models | HackerNoon

TnT-LLM framework enhances text classification using LLM for taxonomy generation and training lightweight classifiers with pseudo-labels from the generated taxonomy.

fromHackernoon

5 months ago

Artificial intelligence

Additional Results: Cross-Lingual Taxonomy Evaluation and In-Depth Classification Analysis | HackerNoon

There is a notable disparity in judgment between human annotators and LLMs regarding user query classifications, particularly in complex intent categories.

fromHackernoon

5 months ago

Scala

TnT-LLM Implementation Details: Pipeline Design, Robustness, and Efficiency | HackerNoon

The LLM-based framework emphasizes robust execution through structured prompts and guardrail tests to ensure reliable output formatting.

more#llm

Artificial intelligence

fromHackernoon

5 months ago

TnT-LLM: Democratizing Text Mining with Automated Taxonomy and Scalable Classification | HackerNoon

LLMs can enhance taxonomy generation and text classification, improving efficiency in understanding unstructured text.

fromHackernoon

5 months ago

UX design

Evaluating TnT-LLM: Automatic, Human, and LLM-Based Assessment | HackerNoon

The article introduces a new evaluation suite for taxonomy generation and text classification using a combination of evaluation strategies.

#taxonomy-generation#taxonomy-generation

TnT-LLM: Automating Text Taxonomy Generation and Classification With Large Language Models | HackerNoon

Additional Results: Cross-Lingual Taxonomy Evaluation and In-Depth Classification Analysis | HackerNoon

TnT-LLM Implementation Details: Pipeline Design, Robustness, and Efficiency | HackerNoon

TnT-LLM: Automating Text Taxonomy Generation and Classification With Large Language Models | HackerNoon

Additional Results: Cross-Lingual Taxonomy Evaluation and In-Depth Classification Analysis | HackerNoon

TnT-LLM Implementation Details: Pipeline Design, Robustness, and Efficiency | HackerNoon

TnT-LLM: Democratizing Text Mining with Automated Taxonomy and Scalable Classification | HackerNoon

Evaluating TnT-LLM: Automatic, Human, and LLM-Based Assessment | HackerNoon

#taxonomy-generation
#taxonomy-generation