discrete reasoning

DataFunTalk

May 26, 2023 · Artificial Intelligence

Knowledge‑Based Neural‑Symbolic Discrete Reasoning: OPERA, UniRPG‑2, and Large‑Model Inference

The presentation reviews recent research on knowledge‑driven neural‑symbolic discrete reasoning, including the OPERA lightweight‑operator model for text reasoning, the UniRPG‑2 program‑generation framework for heterogeneous knowledge, the state of zero‑ and few‑shot large‑model inference, and future directions.

Knowledge GraphsNeural-Symbolic ReasoningProgram Generation

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Knowledge‑Based Neural‑Symbolic Discrete Reasoning: OPERA, UniRPG‑2, and Large‑Model Inference

JD Cloud Developers

Mar 11, 2022 · Artificial Intelligence

How JD’s NR‑Rino Model Cracked the DROP Benchmark with 90% Accuracy

The JD Intelligent Customer Service team’s NR‑Rino model topped the DROP leaderboard at 90.26% accuracy by enhancing multi‑head predictor architecture and training strategies, showcasing advanced discrete reasoning for machine reading comprehension and promising broader AI applications in finance, logistics, and health.

AIDROPNR-Rino

0 likes · 9 min read

How JD’s NR‑Rino Model Cracked the DROP Benchmark with 90% Accuracy