SAIL: Scientific Agentic Intelligence via a Science-Aware Loop

arXiv:2610.11451 · cs.CL, cs.DL, cs.IR · Submitted 2026-10-08 · Read on arXiv

cs.CL, cs.DL, cs.IR

Submitted: 2026-10-08

Updated: 2026-10-08

Terminology

Distillation — 12× in this paper · explained in 2 episodes
Reinforcement Learning — 10× in this paper · explained in 4 episodes
Multi-Teacher On-Policy Distillation — 8× in this paper
On-Policy Distillation — 8× in this paper · explained in 3 episodes
Benchmark — 6× in this paper · explained in 2 episodes
Core — 6× in this paper · explained in 2 episodes
Fine-Tuning — 5× in this paper · explained in 5 episodes
Trace — 3× in this paper · explained in 2 episodes
Verifier — 3× in this paper · explained in 2 episodes
AI Agents — 2× in this paper · explained in 2 episodes
Abstraction — 1× in this paper · explained in 1 episode
Agent Harness — 1× in this paper · explained in 2 episodes
Agentic Reinforcement Learning (RL) — 1× in this paper · explained in 1 episode
Alignment — 1× in this paper · explained in 1 episode
Benchmarking — 1× in this paper · explained in 3 episodes
Consistency — 1× in this paper · explained in 3 episodes
Multi-Agent System — 1× in this paper · explained in 6 episodes
Reinforcement Learning (RL) — 1× in this paper · explained in 25 episodes
Reward Function — 1× in this paper · explained in 2 episodes
Supervised Fine-Tuning (SFT) — 1× in this paper · explained in 8 episodes

Sources

Related papers