Text Generation
20개 벤치마크 · 논문 6,012편 · 이 태스크의 논문 보기 →
Benchmarks
DART
COCO Captions
EMNLP2017 WMT
ReDial
CommonGen
ROCStories
Chinese Poems
OpenWebText
SciQ
Yahoo Questions
ADGEN
CMU-SE
CNN/Daily Mail
CSL
DailyDialog
HarmfulQA
LCSTS
LDC2016E25
One Billion Word
Most implemented
Learning Transferable Visual Models From Natural Language Supervision
Show and Tell: A Neural Image Caption Generator
Generating Sequences With Recurrent Neural Networks
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension
Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence Models
SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient
Papers
LLM-as-Jev: LLMs Are Already Jev-Style Decision Models -- When and How to Fine-Tune Them
Jev-style decision models return categorical probability distributions over predefined options without generating free-form text, enabling software systems to act on their outputs directly. In this work, we investigate t…
Text GenerationVideo Generation Models: A Survey of Post-Training and Alignment
Video generation has rapidly progressed from short, low-quality clips to high-resolution, long-duration sequences with complex spatiotemporal dynamics. Despite strong generative priors learned through large-scale pretrai…
Video GenerationText GenerationReceiver-Conditioned Latent Communication gives 94% CacheBack
Multi-agent systems distribute large contexts across agents that communicate to solve a task. Text messages are compact but require decoding and may omit evidence the receiving agent needs. Recent latent communication in…
Text GenerationFLEET: From Logits Entropy to Enhanced Trajectories in Text Generation
Solutions based on large language models (LLMs) often rely on temperature sampling to improve accuracy and stability by aggregating multiple samples from the completion distribution. However, this memoryless approach is …
Text GenerationFlash-dLLM: IO-Aware KV Caching and Parallel Decoding for Fast, Memory-Efficient Diffusion LLMs
Diffusion Large Language Models (dLLMs) have recently emerged as a promising alternative to autoregressive LLMs by enabling non-autoregressive text generation. However, their practical deployment remains limited by ineff…
Mathematical ReasoningText GenerationTarget-Language Generation in Multilingual Models: Activation Steering and Optimal Control
Ensuring that multilingual language models generate coherent text in a specific target language is a major issue in multilingual language modeling. We develop an optimal control method for target-language text generation…
Text Generation