Kahneman-Tversky

Sooy def quiz bi, tontu yi ak leeral yi dañuy feeñ.

1. Ban xeetu done la KTO soxla?
   • Binaire etiketu bëgg/bëggul ci genn-wàll benn-benn
   • Ñaari tontu yuñ tànn ak yiñ bañ
   • Bind bu amul etiket kese
   • Neexal bu am poñ yu tàmbalee ci 0 ba 100
2. Ban liggéey moo inspiré KTO?
   • Relativite bu Einstein
   • Doxalinu Kahneman ak Tversky
   • Evolusioŋ bu Darwin
   • Teori xibaar bu Shannon
3. Luy 'bañ ñàkk' ni ñu ko jëfandikoo ci KTO?
   • Moytu bépp ñàkka fonction bu mat sëkk
   • Baña tàggat ci ñàkk
   • Yar liggéey bu baaxul moo gëna ñaawe neexal liggéey bu baaxul
   • Def taxawaayu jàng bi negatif
4. What kind of feedback can KTO learn from without requiring paired comparisons?
   • Only a ranked list of five outputs
   • Only a reference translation
   • Only a token-level grammar mask
   • A binary label indicating whether an individual output is desirable
5. Ci KTO, deviation yi ñu ngi leen di natt ci lan?
   • Puntu de referansi wala niveau de récompense de base
   • Limu parametre yépp
   • Tàngooru GPU bi
   • Dayo vokabileer bi
6. What does the KTO reference point help define?
   • The number of transformer layers
   • Whether an output’s implicit reward is above or below a baseline
   • A fixed translation in another language
   • The model’s maximum context length
7. Does KTO’s use of binary desirability feedback prove it will outperform preference-pair methods?
   • Yes, binary feedback is always superior
   • Yes, it eliminates the need to train a model
   • No; performance depends on the model, data, and evaluation setting
   • No, because binary feedback cannot be used for language models
8. Which behavioral-economics framework motivates KTO?
   • Classical signal detection theory
   • Bayesian network structure learning
   • The efficient-market hypothesis
   • Kahneman and Tversky’s prospect theory