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

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Showing 2551–2600 of 5335 papers

TitleStatusHype
Butterfly Effects of SGD Noise: Error Amplification in Behavior Cloning and Autoregression—0
A Quality-Diversity Controllable GAN for Text Generation—0
Elsevier Arena: Human Evaluation of Chemistry/Biology/Health Foundational Large Language Models—0
BURT: BERT-inspired Universal Representation from Learning Meaningful Segment—0
ELSA: A Style Aligned Dataset for Emotionally Intelligent Language Generation—0
Building the Directed Semantic Graph for Coherent Long Text Generation—0
A Qualitative Analysis of a Corpus of Opinion Summaries based on Aspects—0
A Framework for Real-time Safeguarding the Text Generation of Large Language Model—0
Eliciting Fine-Tuned Transformer Capabilities via Inference-Time Techniques—0
EIPE-text: Evaluation-Guided Iterative Plan Extraction for Long-Form Narrative Text Generation—0
Building Task-Oriented Visual Dialog Systems Through Alternative Optimization Between Dialog Policy and Language Generation—0
EgoLM: Multi-Modal Language Model of Egocentric Motions—0
EgoCoder: Intelligent Program Synthesis with Hierarchical Sequential Neural Network Model—0
Building RDF Content for Data-to-Text Generation—0
A proof of concept on triangular test evaluation for Natural Language Generation—0
Efficient text generation of user-defined topic using generative adversarial networks—0
Building Production-Quality NLG Models with Minimal Labelled Data—0
Efficient Reinforcement Learning for Unsupervised Controlled Text Generation—0
Building Joint Relationship Attention Network for Image-Text Generation—0
A Probabilistic Model with Commonsense Constraints for Pattern-based Temporal Fact Extraction—0
A Framework for Health Behavior Change using Companionable Robots—0
A Cross-Language Investigation into Jailbreak Attacks in Large Language Models—0
Towards Coherent and Cohesive Long-form Text Generation—0
Efficient Model-Agnostic Multi-Group Equivariant Networks—0
Building Hierarchically Disentangled Language Models for Text Generation with Named Entities—0
A practical perspective on connective generation—0
Efficient Length-Generalizable Attention via Causal Retrieval for Long-Context Language Modeling—0
Building A User-Centric and Content-Driven Socialbot—0
Approximation Strategies for Multi-Structure Sentence Compression—0
A Framework for Evaluating Text Correction—0
Effect of Data Annotation, Feature Selection and Model Choice on Spatial Description Generation in French—0
Effective Unsupervised Constrained Text Generation based on Perturbed Masking—0
Building a System for Stock News Generation in Russian—0
Effective Unsupervised Constrained Text Generation based on Perturbed Masking—0
Building a German/Simple German Parallel Corpus for Automatic Text Simplification—0
Effective Context Selection in LLM-based Leaderboard Generation: An Empirical Study—0
Building Adaptive Acceptability Classifiers for Neural NLG—0
EEG2TEXT-CN: An Exploratory Study of Open-Vocabulary Chinese Text-EEG Alignment via Large Language Model and Contrastive Learning on ChineseEEG—0
Building a Corpus for Personality-dependent Natural Language Understanding and Generation—0
Applying Statistical Post-Editing to English-to-Korean Rule-based Machine Translation System—0
AffectON: Incorporating Affect Into Dialog Generation—0
eC-Tab2Text: Aspect-Based Text Generation from e-Commerce Product Tables—0
E-commerce Query-based Generation based on User Review—0
Applications of NLG in practical conversational AI settings—0
Bringing Roguelikes to Visually-Impaired Players by Using NLP—0
Easy Things First: Installments Improve Referring Expression Generation for Objects in Photographs—0
Bridging the Structural Gap Between Encoding and Decoding for Data-To-Text Generation—0
Applications of Large Language Model Reasoning in Feature Generation—0
Affect-LM: A Neural Language Model for Customizable Affective Text Generation—0
EASE: Extractive-Abstractive Summarization End-to-End using the Information Bottleneck Principle—0
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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