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⚡ Topic 29: XLNet, ELECTRA, DeBERTa — Advanced Pre-trained Models

Course: NLP Advanced | Section 4: Pre-trained Language Models Topic: XLNet, ELECTRA, DeBERTa — BERT…

Topic 1

📌 Overview: BERT ke Baad Kya Aaya?

🤖 ` BERT ki Limitations aur Solutions:…

Topic 2

🔷 XLNet — Permutation Language Model

🧠 XLNet Kya Hai? Google/CMU ne 2019 me release kiya. Best of both worlds — BERT ki…

Topic 3

🟡 ELECTRA — Replaced Token Detection

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Generator trains with MLM loss

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Discriminator trains with binary…

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Generator ki weights DISCARD hote…

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Sirf discriminator fine-tune hota…

Topic 4

🟣 DeBERTa — Disentangled Attention

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Score: 91.4 (human: 89.8) →…

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First model to surpass human…

Topic 5

📊 Complete 3-Model Comparison

🎯 ` ┌─────────────────┬──────────────┬──────────────┬──────────────┐ │ Feature │ XLNet │…

Topic 6

💻 Complete Python Implementation

🔮 `python from dataclasses import dataclass, field from typing import List, Dict, Tuple,…

Topic 7

❓ Quiz — Advanced Models Mastery

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A) Central role — masking se hi…

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B) Koi role nahi — XLNet me [MASK]…

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C) Optional — kabhi use hota hai…

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D) Sirf fine-tuning me use hota hai

Topic 8

🧭 Navigation

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