A benchmark and ontology-driven framework links 434 cardiovascular devices to patents at 91.6% recall, producing 6.8M high-confidence links for regulatory-IP integration.
This is a placeholder
3 Pith papers cite this work. Polarity classification is still indexing.
3
Pith papers citing it
years
2026 3verdicts
UNVERDICTED 3representative citing papers
DualEnd enables whole-pool setwise reranking of 100 candidates using 50 serial LLM calls by simultaneously selecting top and bottom passages with long-context models.
CapCal de-biases generative listwise rerankers via content-agnostic placeholder-based bias estimation and entropy-adaptive logit rectification, yielding over 10-point NDCG gains on lightweight models across 10 benchmarks while retaining single-pass speed.
citing papers explorer
-
From Regulatory Approvals to Patents: Cross-Domain Linking for Cardiovascular Device Traceability
A benchmark and ontology-driven framework links 434 cardiovascular devices to patents at 91.6% recall, producing 6.8M high-confidence links for regulatory-IP integration.
-
Whole-Pool Setwise Reranking with Long-Context Language Models
DualEnd enables whole-pool setwise reranking of 100 candidates using 50 serial LLM calls by simultaneously selecting top and bottom passages with long-context models.
-
Learning from Emptiness: De-biasing Listwise Rerankers with Content-Agnostic Probability Calibration
CapCal de-biases generative listwise rerankers via content-agnostic placeholder-based bias estimation and entropy-adaptive logit rectification, yielding over 10-point NDCG gains on lightweight models across 10 benchmarks while retaining single-pass speed.