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

Showing 51015150 of 5335 papers

TitleStatusHype
Classifiers for data-driven deep sentence generation0
A Framework for Health Behavior Change using Companionable Robots0
FlowGraph2Text: Automatic Sentence Skeleton Compilation for Procedural Text Generation0
Proceedings of the INLG and SIGDIAL 2014 Joint Session0
Proceedings of the 8th International Natural Language Generation Conference (INLG)0
Unsupervised Morphology-Based Vocabulary Expansion0
Using Conceptual Spaces to Model Domain Knowledge in Data-to-Text Systems0
A Decision-Theoretic Approach to Natural Language Generation0
Generating Annotated Graphs using the NLG Pipeline Architecture0
Predicting Grammaticality on an Ordinal Scale0
Adapting SimpleNLG for Brazilian Portuguese realisation0
Adapting Graph Summaries to the Users' Reading Levels0
A Case Study: NLG meeting Weather Industry Demand for Quality and Quantity of Textual Weather Forecasts0
Generating Valence Shifted Turkish Sentences0
Discovering Latent Structure in Task-Oriented Dialogues0
Generating Summaries of Line Graphs0
PatientNarr: Towards generating patient-centric summaries of hospital stays0
Comparing Automatic Evaluation Measures for Image Description0
Surface Realisation from Knowledge-Bases0
A Template-based Abstractive Meeting Summarization: Leveraging Summary and Source Text Relationships0
Out in the Open: Finding and Categorising Errors in the Lexical Simplification Pipeline0
Extracting a bilingual semantic grammar from FrameNet-annotated corpora0
Detecting Document Structure in a Very Large Corpus of UK Financial Reports0
xLiD-Lexica: Cross-lingual Linked Data Lexica0
Priberam Compressive Summarization Corpus: A New Multi-Document Summarization Corpus for European Portuguese0
Semi-supervised methods for expanding psycholinguistics norms by integrating distributional similarity with the structure of WordNet0
A Comparative Evaluation Methodology for NLG in Interactive Systems0
The CUHK Discourse TreeBank for Chinese: Annotating Explicit Discourse Connectives for the Chinese TreeBank0
Aligning Predicate-Argument Structures for Paraphrase Fragment Extraction0
Valency and Word Order in Czech --- A Corpus Probe0
A multimodal interpreter for 3D visualization and animation of verbal concepts0
A Multimodal Corpus of Rapid Dialogue Games0
How to Tell a Schneemann from a Milchmann: An Annotation Scheme for Compound-Internal Relations0
Aggregation methods for efficient collocation detection0
Generating Natural Language Descriptions from OWL Ontologies: the NaturalOWL System0
Click or Type: An Analysis of Wizard's Interaction for Future Wizard Interface Design0
A Supervised Model for Extraction of Multiword Expressions, Based on Statistical Context Features0
Information Structure Prediction for Visual-world Referring Expressions0
A Natural Language Instructor for pedestrian navigation based in generation by selection0
Incremental Query Generation0
PARADIGM: Paraphrase Diagnostics through Grammar Matching0
Mining human interactions to construct a virtual guide for a virtual fair0
Studying the Semantic Context of two Dutch Causal Connectives0
Finding middle ground? Multi-objective Natural Language Generation from time-series data0
An eye-tracking evaluation of some parser complexity metrics0
Machine Learning of Phonologically Conditioned Noun Declensions For Tamil Morphological Generators0
OntoVerbal: a Generic Tool and Practical Application to SNOMED CT0
A Corpus-based Approach to Linguistic Function0
Basic Principles for Segmenting Thai EDUs0
Predicting the Resolution of Referring Expressions from User Behavior0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74Unverified
2FactT5BBLEU48.37Unverified
3JointGT BaselineBLEU47.51Unverified
4FactJointGTBLEU47.39Unverified
5Control Prefixes (T5-large)METEOR0.41Unverified
6T5METEOR0.12Unverified
7BARTMETEOR0.11Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95Unverified
2partGANBLEU-20.91Unverified
3RankGANBLEU-20.85Unverified
4RelGAN (100)BLEU-20.85Unverified
5SeqGANBLEU-20.83Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96Unverified
2PPOGANBLEU-20.91Unverified
3RelGANBLEU-20.88Unverified
4SeqGANBLEU-20.86Unverified
5RankGANBLEU-20.78Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65Unverified
2CRFRDistinct-30.52Unverified
3KGSFDistinct-30.43Unverified
4C2CRSDistinct-30.33Unverified
5KBRDDistinct-30.3Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92Unverified
2BART (TextBox 2.0)CIDEr12.98Unverified
3BARTMETEOR0.3Unverified
4T5METEOR0.29Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4Unverified
2Beam search + A*esque (sample)BLEU-134.4Unverified
3Beam search + A*esque (greedy)BLEU-134.3Unverified
4Beam searchBLEU-133.7Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81Unverified
2SeqGANBLEU-20.74Unverified
3LeakGANBLEU-20.46Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17Unverified
2TGenMETEOR0.15Unverified
3TGen+METEOR0.15Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12Unverified
2GPT2-81M-LOOPeval_loss3.11Unverified
3GPT2-Hermiteeval_loss2.91Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1Unverified
2SA-VAENLL327.5Unverified
3Aggressive VAENLL326.7Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19Unverified