On Scope Classification and Current Knowledge-Editing Benchmarks: A Negative Result, with INLAY as a Gradient-Free Case Study

arXiv:2608.26292 · cs.CL, cs.AI, cs.LG · Submitted 2026-08-26 · Read on arXiv

cs.CL, cs.AI, cs.LG

Submitted: 2026-08-26

Updated: 2026-08-26

Terminology

Benchmark — 29× in this paper · explained in 2 episodes
RAG — 14× in this paper · explained in 3 episodes
Abstention — 11× in this paper · explained in 1 episode
Accuracy — 10× in this paper · explained in 1 episode
Verifier — 5× in this paper · explained in 2 episodes
Decode — 3× in this paper · explained in 2 episodes
Empirical Methods in Natural Language Processing — 2× in this paper
Frozen model — 2× in this paper · explained in 3 episodes
Trace — 2× in this paper · explained in 2 episodes
Ablation — 1× in this paper · explained in 1 episode
Allocator — 1× in this paper · explained in 1 episode
Associative Memory — 1× in this paper · explained in 2 episodes
Embeddings — 1× in this paper · explained in 2 episodes
Generalization — 1× in this paper · explained in 13 episodes
Generative AI — 1× in this paper · explained in 2 episodes
Hilbert Space — 1× in this paper · explained in 2 episodes
In International Conference on Learning Representations — 1× in this paper
In-Context Learning — 1× in this paper · explained in 4 episodes
Transformer — 1× in this paper · explained in 2 episodes

Sources

EasyEdit: An Easy-to-use Knowledge Editing Framework for Large Language Models

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