An Inspectable LLM Council for Multi-Model Research Answer Aggregation

arXiv:2604.02923 · cs.CL, cs.AI · Submitted 2026-04-03 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-04-03

Updated: 2026-10-05

Code: https://github.com/Asher-S-Wu/Vectaix-AI

Terminology

Hallucination — 51× in this paper · explained in 3 episodes
Benchmark — 45× in this paper · explained in 2 episodes
Accuracy — 28× in this paper · explained in 1 episode
Consistency — 11× in this paper · explained in 3 episodes
RAG — 10× in this paper · explained in 3 episodes
Ablation — 9× in this paper · explained in 1 episode
Ablation study — 5× in this paper · explained in 1 episode
Failure Modes — 5× in this paper · explained in 3 episodes
Grounding — 5× in this paper · explained in 3 episodes
LLM judge — 5× in this paper · explained in 2 episodes
Robustness — 5× in this paper · explained in 5 episodes
Aggregation — 4× in this paper · explained in 1 episode
LLM-as-a-Judge — 4× in this paper · explained in 3 episodes
Alignment — 3× in this paper · explained in 1 episode
Core — 3× in this paper · explained in 2 episodes
Large Language Models (LLMs) — 3× in this paper · explained in 6 episodes
Mixture-of-Experts (MoE) — 3× in this paper · explained in 7 episodes
Query Complexity — 3× in this paper · explained in 2 episodes
Verification — 3× in this paper · explained in 2 episodes
Alignment Techniques — 2× in this paper · explained in 1 episode
Annotator Agreement — 2× in this paper · explained in 1 episode
False Bypass Rate — 2× in this paper
Model Drift — 2× in this paper · explained in 4 episodes
Reinforcement Learning — 2× in this paper · explained in 4 episodes
Retrieval-Augmented Generation — 2× in this paper
Self-consistency — 2× in this paper · explained in 2 episodes
Transformer — 2× in this paper · explained in 2 episodes
Ablation Studies — 1× in this paper · explained in 1 episode
Adversarial Attacks — 1× in this paper · explained in 1 episode
Adversarial Robustness — 1× in this paper · explained in 3 episodes
Agent Architectures — 1× in this paper · explained in 1 episode
Differential Privacy — 1× in this paper · explained in 4 episodes
Exposure Bias — 1× in this paper · explained in 2 episodes
Hallucination Detection — 1× in this paper · explained in 2 episodes
Hallucination Mitigation — 1× in this paper · explained in 2 episodes
Homogeneity — 1× in this paper · explained in 2 episodes
Iterative Refinement — 1× in this paper · explained in 3 episodes
Mixture of Experts — 1× in this paper · explained in 2 episodes
Multi-Agent System — 1× in this paper · explained in 6 episodes
Resource Constraints — 1× in this paper · explained in 3 episodes
Retrieval-Augmented Generation (RAG) — 1× in this paper · explained in 16 episodes
Sparsity — 1× in this paper · explained in 4 episodes
Transformer Architecture — 1× in this paper · explained in 2 episodes
Two-Stage Framework — 1× in this paper · explained in 2 episodes
World Model — 1× in this paper · explained in 7 episodes

Terminology

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