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Articles · Rebeauty Atlas

AI ART GEN SCI TCH

NI Nisarg Suthar

ResearchBytes: Beauty of Positional Encodings in LLMs — Part 1

A visual exploration of the clever math behind seemingly arbitrary positional encodings.

Jun 12, 2026 · 5 min read · 0 claps #llm #research #ai

ResearchBytes: Beauty of Positional Encodings in LLMs — Part 1

HUM GEN AI TCH

AN Anuva Sharma · Python in Plain English

From Integers to Rotations

A visual journey through positional encodings — and why every step from “just add the number” to RoPE was inevitable

May 28, 2026 · 14 min read · 59 claps #transformers #positional-encoding #rope

AI TCH SCI

RO Rohan

Decoding Positional Encoding: How the Transformer’s Sin/Cos Formula Was Actually Thought Up

Every Transformer tutorial shows you the positional encoding formula, pastes the heatmap, says “sin and cos encode position,” and moves on…

May 28, 2026 · 10 min read · 10 claps #transformers #llm #data-science

Decoding Positional Encoding: How the Transformer’s Sin/Cos Formula Was Actually Thought Up

AI GEN TCH

AI Aiswarya P M

Part 2 — Transformers: How AI Actually Understands Context

In Part 1, we explored tokens, embeddings ,vector representations.At that point, words had become numbers.How does AI actually understand…

May 23, 2026 · 6 min read · 38 claps #ai #transformers #inference

Part 2 — Transformers: How AI Actually Understands Context

AI HUM TCH

PU Pushkal Ojha Iaeste Mu

Implementing ALiBi in C++ from the Ground Up

ALiBi is a positional encoding method in the same way RoPE or the standard sinusoidal positional encoding functions are; the difference…

May 05, 2026 · 8 min read · 3 claps #machine-learning #positional-encoding #artificial-intelligence

Implementing ALiBi in C++ from the Ground Up

AI TCH

AD AdityaTLN

Detailed Explanation of MLA + ROPE, Along with Code

What is MLA?

Apr 17, 2026 · 17 min read · 39 claps #multi-head-attention #llm #deepseek

Detailed Explanation of MLA + ROPE, Along with Code

ART HUM AI SCI TCH

PY Pythonpom

AI Just Got 10x Faster. This sin() Secret Was Actually Hiding in Plain Sight.

Mar 12, 2026 · 6 min read · 0 claps #ai-speed-optimization #positional-encoding #machine-learning-math

AI TCH

BI Bibek Poudel · Towards AI

How to Increase the Context Length of LLM?

References

Feb 01, 2026 · 6 min read · 58 claps #transformers #llm #positional-encoding

How to Increase the Context Length of LLM?

HUM AI TCH

AN Anas Limem

Positional Encoding Explained: How Transformers Understand Word Order

Have you ever wondered how a Large Language Model (LLM) knows the order of words after it turns them into vectors?

Nov 16, 2025 · 4 min read · 22 claps #positional-encoding #deep-learning #rotary-position-embedding

Positional Encoding Explained: How Transformers Understand Word Order

ART HUM AI TCH

NA Navin Aananthan

Transformers Part 2: Input and Positional Encoding

In Part 1, we explored the high-level concept of transformers—why they revolutionized deep learning and how the attention mechanism made…

Jun 23, 2025 · 3 min read · 0 claps #transformer-architecture #encoder-decoder-model #language-model

Transformers Part 2: Input and Positional Encoding

HUM AI TCH

YO YouShin kim

Towards A Universal Graph Structural Encoder(범용 그래프 구조 인코더를 향하여)

배경 및 개요

May 05, 2025 · 9 min read · 0 claps #positional-encoding #self-supervised-learning #graph-transformer

TCH

BA Balasaravanan

All you need to know about positional encoding and linear transformation in transformers

Introduction

Mar 10, 2025 · 6 min read · 0 claps #transformers #positional-encoding #linear-transformation

All you need to know about positional encoding and linear transformation in transformers

AI SCI HUM TCH

KA Kagan Han Catan

Transformers Mimarsinin Temelleri Input Embedding & Positional Encoding

Son zamanlarda Transformer mimarisinin teorisi matematisel ifadeleri hakkında araştırma yaptığımda Türkçe olarak kaynak sayısının çok az…

Mar 10, 2025 · 5 min read · 65 claps #transformers #positional-encoding #deep-learning

Transformers Mimarsinin Temelleri Input Embedding & Positional Encoding

TCH AI

NI Nirashanelki

Why a Positional Encoding Layer in Transformers?

Does the transformer models not know the positional data?

Mar 04, 2025 · 3 min read · 4 claps #transformer-ar #embedding #embedding-layer

Why a Positional Encoding Layer in Transformers?

ART GEN AI TCH

SA Sambit Kumar Barik

Decoding Rotary Positional Embeddings (RoPE): The Secret Sauce for Smarter Transformers

Introduction

Sep 21, 2024 · 7 min read · 107 claps #transformer-architecture #nlp #llm