Wednesday, 18 December 2024

Asking chatgpt to compare two AI tools for literature search and review tasks: a study note

Asking chatgpt (accessed via poe.com) to compare two AI tools for literature search and review tasks: a study note


My question: "I am a University student, currently studying the subject of Research Methods. I come across two Artificial Intelligence (AI) tools; they are perplexity and GPT-3.5. I would like to know what criteria can be used to evaluate the strengths and weaknesses of these two AI tools for performing the literature search and literature review tasks. Could you use these criteria to compare these two AI tools, preferably in the form of a table? Tks."

The reply from chatgpt: "Here’s a comparison table evaluating the strengths and weaknesses of the AI tools, Perplexity and GPT-3.5, for literature search and literature review tasks based on various criteria:

Criteria

Perplexity

GPT-3.5

Purpose

Primarily designed for search and discovery of information

General-purpose language model for various tasks

Search Capability

Strong search capabilities with real-time results

Relies on pre-existing knowledge, not real-time

Source Variety

Aggregates information from multiple online sources

Generates text based on training data, lacks direct sourcing

Ease of Use

User-friendly interface tailored for searches

Versatile but may require prompts for specific tasks

Response Quality

Provides concise and relevant search results

Offers detailed and context-rich responses

Citation Management

Limited citation features

Can generate citations but not directly manage them

Customization

Limited customization options for specific searches

Highly customizable responses based on prompts

Access to Latest Research

Accesses up-to-date online content

Knowledge may be outdated (up to 2021 for GPT-3.5)

User Interaction

Focused on direct query-response

Supports conversational interactions

Learning Curve

Low learning curve

Moderate learning curve, depends on user familiarity

Cost

Free or subscription-based for advanced features

Costs associated with API usage or subscription

Limitations

May not understand complex queries

Can generate misleading or inaccurate information

 

Summary

Perplexity is best suited for real-time literature searches and finding specific information quickly, with a focus on aggregation from diverse sources.

GPT-3.5 excels in generating detailed text and contextual responses, making it useful for summarizing literature and providing insights, but may lack the latest information and direct sourcing capabilities.

This table should help you evaluate the two tools effectively for your literature search and review tasks in your Degree program."



Reference: a collection of blog notes on using chatgpt for research purpose.

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