**1st place short solution summary▲8**

**2nd place solution with code and data(pub17th)**

**3rd place solution(pub15)**

[4th Place Solution] A Summary of Combined Arms Approach

5th place solution - 1.7 million training examples + domain adaptation

**6nd place solution with code▲2989**

**[7th Place Solution] Generate Data with Non-Instruction-Tuned Models(▲2350**

[8th LB Solution] Linguistic Features: PPL & GLTR(▲1023)

**12th place solution: DeBERTa + TF-IDF(pub168)**

**13th place solution - Transformers only(pub41)**

**14th Place Solution(117**

**18th place solution(39**

19th place solution

**[21th Solution] Secret Sauce [0.986 Public - Selected Private: 0.932 Best:0.957](pub2)**

A kaggle newbie's 🥈23rd solution: Just follow-up excellent public works & ideas

24th solution: DeBERTa & TF-IDF Vectorizer Ensemble

25th Place Solution for DAIGT (Public LB: 0.966 Private LB: 0.927)