Knowwhat’salreadybeendone beforeyouruntheexperiment.
See if your idea is already published, or get your paper reviewed before you submit. Every claim quotes a real paper.
Idea check · 20–60 min · Closest published work, the strongest objections, and an experiment plan.
Searches arXiv, OpenAlex, Semantic Scholar and Crossref.
- 1Turn the idea into a testable question
record_idea_analysis - 2Search arXiv, OpenAlex, Semantic Scholar, Crossref
search_papers - 3Read the closest papers
record_paper_analysis - 4Follow citations to related work
expand_citations - 5Argue against the idea
record_critique - 6Keep only gaps backed by quotes
record_gap - 7Plan an experiment that could disprove it
record_experiment_plan
arXiv:2404.14469SnapKV: LLM Knows What You are Looking for Before Generation
“SnapKV achieves a consistent decoding speed with a 3.6x increase in generation speed and an 8.2x enhancement in memory efficiency compared to the baseline when processing inputs of 16K tokens.”
Quote found word for word in the abstract
SnapKV already compresses the cache per request. The idea is only new if the budget adapts across turns of a conversation without recalibration.
Promising, needs validation. Two refined directions and an experiment plan that states which result would disprove the idea.
Three tools. One goal: no surprises from reviewers.
Autonomous scholarly investigation and pre-submission peer review.
Idea check
Has it been done? Get the closest papers, the best objections and a test plan.
- Discovers closest prior work across arXiv, OpenAlex & Semantic Scholar
- Stress-tests novelty with counter-arguments & reviewer objections
- Generates concrete falsification experiments before you build
Paper review
Two reviewer reports and a fix list for your draft, before you submit.
- Dual independent reviewer reports with standard conference rubrics
- Identifies missing baselines and unaddressed counterexamples
- Target venue recommendations categorized by SCImago quartile
Reference check
Catch wrong, mismatched or made-up references. Free forever.
- Audits DOIs, titles, authors, and publication years against Crossref
- Flags phantom references, hallucinations, and broken links
- One-click BibTeX export with validated and corrected citations
No source, no claim.
Every quote is checked word for word against the paper. Anything unsupported is dropped.
“SnapKV achieves … an 8.2x enhancement in memory efficiency compared to the baseline when processing inputs of 16K tokens.”
Li et al., 2024 · Page 2, Abstract line 14 · Verified against official PDF
KV-cache eviction never loses accuracy, at any context length.
Unsubstantiated generalization · Dropped by citation gate
Questions
More in Help.
No tool can. It shows you the closest published work and how much it overlaps, so you can decide.
Test your next idea before you spend months on it.
Verify prior art, pressure-test claims, and check citations before you submit to reviewers.