SOTAVerified

Text Generation

Text Generation is the task of generating text with the goal of appearing indistinguishable to human-written text. This task is more formally known as "natural language generation" in the literature.

Text generation can be addressed with Markov processes or deep generative models like LSTMs. Recently, some of the most advanced methods for text generation include BART, GPT and other GAN-based approaches. Text generation systems are evaluated either through human ratings or automatic evaluation metrics like METEOR, ROUGE, and BLEU.

Further readings:

( Image credit: Adversarial Ranking for Language Generation )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2751–2800 of 5335 papers

TitleStatusHype
Do sequence-to-sequence VAEs learn global features of sentences?—0
DR.BENCH: Diagnostic Reasoning Benchmark for Clinical Natural Language Processing—0
Beyond Sparse Rewards: Enhancing Reinforcement Learning with Language Model Critique in Text Generation—0
DSGPT: Domain-Specific Generative Pre-Training of Transformers for Text Generation in E-commerce Title and Review Summarization—0
DSim, a Danish Parallel Corpus for Text Simplification—0
DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines—0
DSVD: Dynamic Self-Verify Decoding for Faithful Generation in Large Language Models—0
DTLLM-VLT: Diverse Text Generation for Visual Language Tracking Based on LLM—0
Dual Latent Variable Model for Low-Resource Natural Language Generation in Dialogue Systems—0
Dynamic Traceback Learning for Medical Report Generation—0
Dual use issues in the field of Natural Language Generation—0
DUBLIN -- Document Understanding By Language-Image Network—0
Dutch Humor Detection by Generating Negative Examples—0
DU-VLG: Unifying Vision-and-Language Generation via Dual Sequence-to-Sequence Pre-training—0
D.Va: Validate Your Demonstration First Before You Use It—0
Dynamic population-based meta-learning for multi-agent communication with natural language—0
Dynamic Scheduled Sampling with Imitation Loss for Neural Text Generation—0
Dynamic Self-Distillation via Previous Mini-batches for Fine-tuning Small Language Models—0
Dynamic Strategy Chain: Dynamic Zero-Shot CoT for Long Mental Health Support Generation—0
Dynamic Topic Tracker for KB-to-Text Generation—0
DynaMo: Accelerating Language Model Inference with Dynamic Multi-Token Sampling—0
DYPLOC: Dynamic Planning of Content Using Mixed Language Models for Text Generation—0
E2E-AFG: An End-to-End Model with Adaptive Filtering for Retrieval-Augmented Generation—0
E2E NLG Challenge Submission: Towards Controllable Generation of Diverse Natural Language—0
EASE: Extractive-Abstractive Summarization with Explanations—0
EASE: Extractive-Abstractive Summarization End-to-End using the Information Bottleneck Principle—0
Easy Things First: Installments Improve Referring Expression Generation for Objects in Photographs—0
E-commerce Query-based Generation based on User Review—0
eC-Tab2Text: Aspect-Based Text Generation from e-Commerce Product Tables—0
EEG2TEXT-CN: An Exploratory Study of Open-Vocabulary Chinese Text-EEG Alignment via Large Language Model and Contrastive Learning on ChineseEEG—0
Effective Context Selection in LLM-based Leaderboard Generation: An Empirical Study—0
Effective Unsupervised Constrained Text Generation based on Perturbed Masking—0
Effective Unsupervised Constrained Text Generation based on Perturbed Masking—0
Effect of Data Annotation, Feature Selection and Model Choice on Spatial Description Generation in French—0
Efficient Length-Generalizable Attention via Causal Retrieval for Long-Context Language Modeling—0
Efficient Model-Agnostic Multi-Group Equivariant Networks—0
Efficient Reinforcement Learning for Unsupervised Controlled Text Generation—0
Efficient text generation of user-defined topic using generative adversarial networks—0
EgoCoder: Intelligent Program Synthesis with Hierarchical Sequential Neural Network Model—0
EgoLM: Multi-Modal Language Model of Egocentric Motions—0
EIPE-text: Evaluation-Guided Iterative Plan Extraction for Long-Form Narrative Text Generation—0
Eliciting Fine-Tuned Transformer Capabilities via Inference-Time Techniques—0
ELSA: A Style Aligned Dataset for Emotionally Intelligent Language Generation—0
Elsevier Arena: Human Evaluation of Chemistry/Biology/Health Foundational Large Language Models—0
Embedding-Aligned Language Models—0
Embodied-RAG: General Non-parametric Embodied Memory for Retrieval and Generation—0
Emerging Security Challenges of Large Language Models—0
EmojiGAN: learning emojis distributions with a generative model—0
Emotional Intelligence of Large Language Models—0
Emotional Manipulation Through Prompt Engineering Amplifies Disinformation Generation in AI Large Language Models—0
Show:102550
← PrevPage 56 of 107Next →
All datasetsDARTCOCO CaptionsEMNLP2017 WMTReDialCommonGenROCStoriesChinese PoemsCzech restaurant informationOpenWebTextSciQYahoo QuestionsADGEN

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74—Unverified
2FactT5BBLEU48.37—Unverified
3JointGT BaselineBLEU47.51—Unverified
4FactJointGTBLEU47.39—Unverified
5Control Prefixes (T5-large)METEOR0.41—Unverified
6T5METEOR0.12—Unverified
7BARTMETEOR0.11—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95—Unverified
2partGANBLEU-20.91—Unverified
3RankGANBLEU-20.85—Unverified
4RelGAN (100)BLEU-20.85—Unverified
5SeqGANBLEU-20.83—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96—Unverified
2PPOGANBLEU-20.91—Unverified
3RelGANBLEU-20.88—Unverified
4SeqGANBLEU-20.86—Unverified
5RankGANBLEU-20.78—Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65—Unverified
2CRFRDistinct-30.52—Unverified
3KGSFDistinct-30.43—Unverified
4C2CRSDistinct-30.33—Unverified
5KBRDDistinct-30.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92—Unverified
2BART (TextBox 2.0)CIDEr12.98—Unverified
3BARTMETEOR0.3—Unverified
4T5METEOR0.29—Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4—Unverified
2Beam search + A*esque (sample)BLEU-134.4—Unverified
3Beam search + A*esque (greedy)BLEU-134.3—Unverified
4Beam searchBLEU-133.7—Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81—Unverified
2SeqGANBLEU-20.74—Unverified
3LeakGANBLEU-20.46—Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17—Unverified
2TGenMETEOR0.15—Unverified
3TGen+METEOR0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12—Unverified
2GPT2-81M-LOOPeval_loss3.11—Unverified
3GPT2-Hermiteeval_loss2.91—Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6—Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4—Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1—Unverified
2SA-VAENLL327.5—Unverified
3Aggressive VAENLL326.7—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2—Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62—Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34—Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22—Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19—Unverified