Faithfulness-QA: A Counterfactual Entity Substitution Dataset for Training Context-Faithful RAG Models explores A new dataset and pipeline for training Retrieval-Augmented Generation models to prioritize retrieved context over internal knowledge.. Commercial viability score: 8/10 in RAG.
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Page Freshness
Canonical route: /paper/faithfulness-qa-a-counterfactual-entity-substitution-dataset-for-training-context-faithful-rag-models
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID faithfulness-qa-a-counterfactual-entity-substitution-dataset-for-training-context-faithful-rag-models | Route /paper/faithfulness-qa-a-counterfactual-entity-substitution-dataset-for-training-context-faithful-rag-models
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/faithfulness-qa-a-counterfactual-entity-substitution-dataset-for-training-context-faithful-rag-modelsMCP example
{
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}Paper proof page receipt window
/buildability/faithfulness-qa-a-counterfactual-entity-substitution-dataset-for-training-context-faithful-rag-models
Subject: Faithfulness-QA: A Counterfactual Entity Substitution Dataset for Training Context-Faithful RAG Models
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
Time to first demo
Insufficient data
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Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Receipt path
/buildability/faithfulness-qa-a-counterfactual-entity-substitution-dataset-for-training-context-faithful-rag-models
Paper ref
faithfulness-qa-a-counterfactual-entity-substitution-dataset-for-training-context-faithful-rag-models
arXiv id
2604.25313
Generated at
2026-04-29T02:44:25.578Z
Evidence freshness
fresh
Last verification
2026-04-29T02:44:25.578Z
Sources
4
References
0
Coverage
67%
Lineage hash
e5a05ce90301e627a633254877a3f26efb871557a1137136ebbed3aff474121a
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 4 sources / Verification pending
references
proof_status
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Dimensions overall score 8.0
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This equation captures one of the core mathematical components of the system. Sample a replacement entity enew from the entity bank with type(enew) = t and enew ̸= eorig.
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This equation captures one of the core mathematical components of the system. Re-sample up to 5 times to enforce length compatibility: 0.3 ≤|enew|/|eorig| ≤3.0.
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