Scratch to Scale

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authored 2 papers 25 days ago

Building Multilingual Bridges: Data Mixing as the Pillar of Generalization for In-Language Reasoning

Paper • 2609.10445 • Published Sep 9 • 35

The Culture Funnel: You Can't Align What isn't in the Data

Paper • 2606.13808 • Published Jun 11

authored 2 papers 11 months ago

Treble10: A high-quality dataset for far-field speech recognition, dereverberation, and enhancement

Paper • 2510.23141 • Published Oct 27, 2025 • 5

Open ASR Leaderboard: Towards Reproducible and Transparent Multilingual and Long-Form Speech Recognition Evaluation

Paper • 2510.06961 • Published Oct 8, 2025 • 14

published a Space about 1 year ago

README

authored 2 papers about 1 year ago

MemAscend: System Memory Optimization for SSD-Offloaded LLM Fine-Tuning

Paper • 2505.23254 • Published Jan 31

Analysis and Optimized CXL-Attached Memory Allocation for Long-Context LLM Fine-Tuning

Paper • 2507.03305 • Published Jul 4, 2025

authored 2 papers over 1 year ago

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs

Paper • 2506.20544 • Published Jun 25, 2025 • 11

The Leaderboard Illusion

Paper • 2504.20879 • Published Apr 29, 2025 • 71

authored 2 papers over 1 year ago

What Changes Can Large-scale Language Models Bring? Intensive Study on HyperCLOVA: Billions-scale Korean Generative Pretrained Transformers

Paper • 2109.04650 • Published Sep 10, 2021

Kanana: Compute-efficient Bilingual Language Models

Paper • 2502.18934 • Published Feb 26, 2025 • 66

paws

authored a paper almost 2 years ago

Surveying the Effects of Quality, Diversity, and Complexity in Synthetic Data From Large Language Models

Paper • 2412.02980 • Published Dec 4, 2024 • 15

rony

authored 8 papers over 2 years ago

CarExpert: Leveraging Large Language Models for In-Car Conversational Question Answering

Paper • 2310.09536 • Published Oct 14, 2023

DialoKG: Knowledge-Structure Aware Task-Oriented Dialogue Generation

Paper • 2204.09149 • Published Apr 19, 2022 • 1

Grounding Dialogue Systems via Knowledge Graph Aware Decoding with Pre-trained Transformers

Paper • 2103.16289 • Published Mar 30, 2021

Using a KG-Copy Network for Non-Goal Oriented Dialogues

Paper • 1910.07834 • Published Oct 17, 2019

InCA: Rethinking In-Car Conversational System Assessment Leveraging Large Language Models

Paper • 2311.07469 • Published Nov 13, 2023

LEMON: LanguagE ModeL for Negative Sampling of Knowledge Graph Embeddings

Paper • 2203.04703 • Published Mar 9, 2022

VANiLLa : Verbalized Answers in Natural Language at Large Scale

Paper • 2105.11407 • Published May 24, 2021

Integrating Knowledge Graph embedding and pretrained Language Models in Hypercomplex Spaces

Paper • 2208.02743 • Published Aug 4, 2022