Pando: Do Interpretability Methods Work When Models Won't Explain Themselves? explores Pando is a model-organism benchmark that evaluates AI interpretability methods by controlling for model explanations, revealing that gradient-based attribution and relevance patching offer significant gains when models don't explain themselves.. Commercial viability score: 8/10 in AI Interpretability.
Use This Via API or MCP
This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Freshness
Canonical route: /paper/pando-do-interpretability-methods-work-when-models-won-t-explain-themselves
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Proof Quality
One canonical proof ledger now drives the badge, counts, indexing, and commercialization gating.
Commercialization rails stay hidden until proof clears: references_count.
Search indexing stays off until proof clears: references_count.
Agent Handoff
Canonical ID pando-do-interpretability-methods-work-when-models-won-t-explain-themselves | Route /paper/pando-do-interpretability-methods-work-when-models-won-t-explain-themselves
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/pando-do-interpretability-methods-work-when-models-won-t-explain-themselvesMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.11061"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Pando: Do Interpretability Methods Work When Models Won't Explain Themselves?",
"normalized_query": "2604.11061",
"route": "/paper/pando-do-interpretability-methods-work-when-models-won-t-explain-themselves",
"paper_ref": "pando-do-interpretability-methods-work-when-models-won-t-explain-themselves",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
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Preparing verified analysis
Dimensions overall score 8.0
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