Reading library

PaperTrack

Keep research papers organized — queue, reading progress, notes, and ratings in one calm place.

Reading

Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Lewis, Perez, Piktus, et al. · 2020 · NeurIPS

rag
nlp
retrieval

Halfway through the experiments. Want to compare dense vs sparse retrieval claims.

Open
To read

Language Models are Few-Shot Learners

Brown, Mann, Ryder, et al. · 2020 · NeurIPS

llm
few-shot
foundational
Open
Read
4/5

LoRA: Low-Rank Adaptation of Large Language Models

Hu, Shen, Wallis, et al. · 2022 · ICLR

finetuning
efficiency
llm

Practical PEFT baseline. Keep handy when choosing adapters vs full fine-tune.

Open
Dropped

Constitutional AI: Harmlessness from AI Feedback

Bai, Kadavath, Kundu, et al. · 2022 · arXiv

alignment
rlhf

Parked after intro — revisit when working on preference learning.

Open
Read
5/5

Attention Is All You Need

Vaswani, Shazeer, Parmar, et al. · 2017 · NeurIPS

transformers
nlp
foundational

The transformer architecture paper. Self-attention replaces recurrence. Re-read the multi-head attention section.

Open