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description=Idea-Catalyst is a metacognition-driven framework for helping humans and LLMs boost their creativity during the scientific brainstorming process. - pkargupta/idea_catalyst;

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github pkargupta idea_catalyst idea catalyst is a metacognition driven framework for helping humans and llms boost their creativity during the scientific brainstorming process github skip to content navigation menu toggle navigation sign in appearance settings platform ai code creation github copilot write better code with ai github copilot app direct agents from issue to merge mcp registry new integrate external tools developer workflows actions automate any workflow codespaces instant dev environments issues plan and track work code review manage code changes application security github advanced security find and fix vulnerabilities code security secure your code as you build secret protection stop leaks before they start explore why github documentation blog changelog marketplace view all features solutions by company size enterprises small and medium teams startups nonprofits by use case app modernization devsecops devops ci cd view all use cases by industry healthcare financial services manufacturing government view all industries view all solutions resources explore by topic ai software development devops security view all topics explore by type customer stories events webinars ebooks reports business insights github skills support services documentation customer support community forum trust center partners view all resources open source community github sponsors fund open source developers programs security lab maintainer community accelerator github stars archive program repositories topics trending collections enterprise enterprise solutions enterprise platform ai powered developer platform available add ons github advanced security enterprise grade security features copilot for business enterprise grade ai features premium support enterprise grade 24 7 support pricing search or jump to search code repositories users issues pull requests search clear search syntax tips provide feedback we read every piece of feedback and take your input very seriously include my email address so i can be contacted cancel submit feedback saved searches use saved searches to filter your results more quickly name query to see all available qualifiers see our documentation cancel create saved search sign in sign up appearance settings resetting focus you signed in with another tab or window reload to refresh your session you signed out in another tab or window reload to refresh your session you switched accounts on another tab or window reload to refresh your session dismiss alert message pkargupta idea_catalyst public notifications you must be signed in to change notification settings fork 5 star 39 code issues 0 pull requests 0 actions projects security and quality 0 insights additional navigation options code issues pull requests actions projects security and quality insights pkargupta idea_catalyst main branches tags go to file code open more actions menu folders and files name name last commit message last commit date latest commit history 65 commits 65 commits data data evaluation evaluation figures figures readme md readme md classes py classes py inspiration_pred py inspiration_pred py prompts py prompts py requirements txt requirements txt search py search py utils py utils py view all files repository files navigation readme more items priyanka kargupta shuhaib mehri dilek hakkani tur jiawei han sparking scientific creativity via llm driven interdisciplinary inspiration identify insights from other domains that help address challenges or open up novel opportunities for your research problem decomposes a research problem into questions searches target domain literature searches cross domain literature for transferable ideas integrates and ranks cross domain inspirations quick start via inspiration_pred py 1 install dependencies pip install r requirements txt 2 configure api keys search py reads semantic scholar credentials from config py api_key 3 run the pipeline default run uses data cross domain inspiration relations json python inspiration_pred py useful options python inspiration_pred py problem_file data cross domain inspiration relations json model_name qwen qwen3 14b output_dir inspiration_pred_output max_papers_per_query 20 temp 0 7 min_rel_threshold 0 5 skip_if_exists 4 outputs results are written to inspiration_pred_output json or your custom output_dir each output file contains problem metadata research_problem target_domain fine_grained_domain source_groundtruth cross domain evidence grouped by question domain idea_rankings ranked integrated ideas 5 prepare evaluation inputs from ground truth abstracts if you want to convert ground truth arxiv abstracts into this repo s evaluation format use python evaluation process_abstracts py data format data cross domain inspiration relations json this file is a json array each entry is one cross domain inspiration relation used as an input problem the dataset is derived from chimera core fields used by inspiration_pred py source_id int source paper identifier target_id int target paper identifier source_domain str source domain used as target focus domain in this pipeline target_domain str referenced inspired domain source_text str source side idea phrase target_text str target side inspiration phrase context str problem statement passed to decomposition publication_year int used to bound literature search abstract str stored as ground truth metadata additional metadata fields in the dataset id relation arxiv_categories fine_grained_source_domain fine_grained_target_domain head_leakage tail_leakage paper_id minimal schema id source_id 18243 target_id 38965 source_domain philosophy target_domain computer science source_text target_text relation inspiration publication_year 2021 paper_id 2105 00867 abstract context about idea catalyst is a metacognition driven framework for helping humans and llms boost their creativity during the scientific brainstorming process pkargupta github io idea_catalyst html topics creative ai scientific discovery ai agent ai for science research agent human ai collaboration ai for research resources readme uh oh there was an error while loading please reload this page activity stars 39 stars watchers 1 watching forks 5 forks report repository releases no releases published packages 0 uh oh there was an error while loading please reload this page contributors uh oh there was an error while loading please reload this page languages python 100 0 footer 2026 github inc footer navigation terms privacy security status community docs contact manage cookies do not share my personal information you can t perform that action at this time