Study tests cross-lingual concept transfer in Bangla idiom subspaces
English class-mean readouts beat zero-shot nulls in 8 of 12 tests, but English-fitted erasure barely changes Bangla accuracy.
9 stories, newest first · one card per story
English class-mean readouts beat zero-shot nulls in 8 of 12 tests, but English-fitted erasure barely changes Bangla accuracy.
The advantage appears in late eye-tracking measures, depends on script overlap, and peaks for intermediate-proficiency readers.
The method matches or approaches baselines with up to four times less data across three languages and two architectures.
Training-data extraction of memorized PII transfers from English prompts into four other languages.
Multilingual GSM-Symbolic finds model size, resources, reasoning, and typology drive cross-lingual math transfer.
Aligning MoE router outputs improved cross-lingual transfer in four open-source decoder-only models.
A 174-language benchmark shows LLM unlearning fails across languages, and COVER improves cross-lingual erasure.
Accent Analogy Guidance raises cross-lingual TTS speaker similarity at equal accent across several open models.
French BabyLM entry METRON-FR (125M GPT-2, 92.47M words) shows tokenizer artifacts dominate child-scale zero-shot evaluation; proposes standard diagnostics.
Today 1.5K readers · 2.4K views · 754 reads · all time 189K views