Datasets:

idealand
/

IdeaAnchor

domain stringclasses 2 values	messages listlengths 3 3	paper_id stringlengths 10 18
ml	[ { "content": "You are a research scientist skilled at synthesizing ideas from existing literature into novel research proposals. You are given a set of related research papers (with titles and abstracts). Your task is to analyze these papers, identify research gaps and opportunities, and propose a novel researc...	03OkC0LKDD
ml	[ { "content": "You are a research scientist skilled at synthesizing ideas from existing literature into novel research proposals. You are given a set of related research papers (with titles and abstracts). Your task is to analyze these papers, identify research gaps and opportunities, and propose a novel researc...	01ahsMovBx
ml	[ { "content": "You are a research scientist skilled at synthesizing ideas from existing literature into novel research proposals. You are given a set of related research papers (with titles and abstracts). Your task is to analyze these papers, identify research gaps and opportunities, and propose a novel researc...	0Az25lvdT2
ml	[ { "content": "You are a research scientist skilled at synthesizing ideas from existing literature into novel research proposals. You are given a set of related research papers (with titles and abstracts). Your task is to analyze these papers, identify research gaps and opportunities, and propose a novel researc...	0BS36re3Cx
ml	[ { "content": "You are a research scientist skilled at synthesizing ideas from existing literature into novel research proposals. You are given a set of related research papers (with titles and abstracts). Your task is to analyze these papers, identify research gaps and opportunities, and propose a novel researc...	0A9f2jZDGW
ml	[ { "content": "You are a research scientist skilled at synthesizing ideas from existing literature into novel research proposals. You are given a set of related research papers (with titles and abstracts). Your task is to analyze these papers, identify research gaps and opportunities, and propose a novel researc...	0TD3eO46gk
ml	[ { "content": "You are a research scientist skilled at synthesizing ideas from existing literature into novel research proposals. You are given a set of related research papers (with titles and abstracts). Your task is to analyze these papers, identify research gaps and opportunities, and propose a novel researc...	0LZRtvK871
ml	[ { "content": "You are a research scientist skilled at synthesizing ideas from existing literature into novel research proposals. You are given a set of related research papers (with titles and abstracts). Your task is to analyze these papers, identify research gaps and opportunities, and propose a novel researc...	00SnKBGTsz
ml	[ { "content": "You are a research scientist skilled at synthesizing ideas from existing literature into novel research proposals. You are given a set of related research papers (with titles and abstracts). Your task is to analyze these papers, identify research gaps and opportunities, and propose a novel researc...	004uTlSufe
ml	[ { "content": "You are a research scientist skilled at synthesizing ideas from existing literature into novel research proposals. You are given a set of related research papers (with titles and abstracts). Your task is to analyze these papers, identify research gaps and opportunities, and propose a novel researc...	06lrITXVAx
ml	[ { "content": "You are a research scientist skilled at synthesizing ideas from existing literature into novel research proposals. You are given a set of related research papers (with titles and abstracts). Your task is to analyze these papers, identify research gaps and opportunities, and propose a novel researc...	0ctvBgKFgc

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IdeaAnchor

IdeaAnchor is a dataset for research idea generation, with training data from machine learning (ml) and Nature Communications (nc), and a shared evaluation set of 924 ML papers.

Each source record includes a proposal-style formulation of the paper's idea, prior works, and evaluation rubrics.

Configurations

raw: Source records with reference proposals and rubrics.
sft: Chat-format training examples derived from reference proposals.
rl: Prompts and rubrics for reinforcement learning.
ssd: Chat-format training examples generated by Qwen3-8B.
eval: Evaluation prompts and grading metadata.
eval_reference: Full evaluation reference records.

The first four configurations use the train split; the last two use eval.

Fields

domain: Source domain, ml or nc.
paper_id: Identifier for the source paper.
paper_url: Original paper PDF URL in raw and eval_reference.
messages: Chat messages; SFT and SSD include an assistant target.
prior_works: Related papers with titles and abstracts.
proposal / proposal_gt: Reference motivation and method text.
rubrics: Evaluation criteria, stored as a JSON string in rl.
source_model: Model used to generate SSD targets.

Fields vary by configuration.

Usage

from datasets import load_dataset

train = load_dataset("idealand/IdeaAnchor", "sft", split="train")
eval_data = load_dataset("idealand/IdeaAnchor", "eval", split="eval")

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