ScholarGym: Benchmarking Deep Research Workflows on Academic Literature Retrieval
Compared to this week’s papers
Evidence fresh
Evidence Receipt
Freshness: 2026-04-02T02:30:40.136932+00:00Claims: 0
References: 0
Proof: unverified
Freshness: fresh
Source paper: ScholarGym: Benchmarking Deep Research Workflows on Academic Literature Retrieval
PDF: https://arxiv.org/pdf/2601.21654v1
Source count: 0
Coverage: 17%
Signal Canvas
Canonical paper trust state plus paper-specific synthesis and commercialization judgment.
Paper mode stays anchored to the canonical paper kernel before it broadens into citations and next actions.
Paper mode: ScholarGym: Benchmarking Deep Research Workflows on Academic Literature Retrieval
Paper mode stays anchored to the canonical paper kernel before it broadens into citations and next actions.
Shared `source_context` now powers Build Loop, Talent, workspace saves, and browser deep links.
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
ScholarGym: Benchmarking Deep Research Workflows on Academic Literature Retrieval
Canonical paper receipt
distribution readiness has not been computed yet
repo_url
Expand full evidence receipt
Freshness: fresh
Proof: unverified
Repo: missing
Coverage: 17%
References: 0
Sources: 0
Lineage: not recorded
Last verification: Unknown
Canonical Paper Receipt
distribution readiness has not been computed yet
repo_url
Expand full evidence receipt
Freshness: fresh
Proof: unverified
Repo: missing
Coverage: 17%
References: 0
Sources: 0
Lineage: not recorded
Last verification: Unknown
Starting…
Dimensions overall score 2.0
GitHub Code Pulse
No public code linked for this paper yet.
Claim map
Claim extraction is still pending for this paper. Check back after the next analysis run.
Competitive landscape
Competitor map is still being generated for this paper. Enable generation or check back soon.
Startup potential card
BUILDER'S SANDBOX
Build This Paper
Use an AI coding agent to implement this research.
Lightweight coding agent in your terminal.
Agentic coding tool for terminal workflows.
AI agent mindset installer and workflow scaffolder.
AI-first code editor built on VS Code.
Free, open-source editor by Microsoft.
Recommended Stack
Startup Essentials
Estimated $9K - $13K over 6-10 weeks.
See exactly what it costs to build this -- with 3 comparable funded startups.
7-day free trial. Cancel anytime.
Discover the researchers behind this paper and find similar experts.
7-day free trial. Cancel anytime.