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.

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( Image credit: Adversarial Ranking for Language Generation )

Papers

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Showing 4951–5000 of 5335 papers

TitleStatusHype
Incorporating Side Information into Recurrent Neural Network Language Models—0
Deterministic natural language generation from meaning representations for machine translation—0
Experiments in Linear Template Combination using Genetic Algorithms—0
Fuzzy Sets Across the Natural Language Generation Pipeline—0
The Methodius Corpus of Rhetorical Discourse Structures and Generated Texts—0
1 Million Captioned Dutch Newspaper Images—0
A Japanese Chess Commentary Corpus—0
A Corpus of Gesture-Annotated Dialogues for Monologue-to-Dialogue Generation from Personal Narratives—0
Automatic Corpus Extension for Data-driven Natural Language Generation—0
Video Description using Bidirectional Recurrent Neural NetworksCode0
TGIF: A New Dataset and Benchmark on Animated GIF DescriptionCode0
Reasoning About Pragmatics with Neural Listeners and SpeakersCode0
LSTM based Conversation ModelsCode0
Neural Text Generation from Structured Data with Application to the Biography DomainCode0
Multi-domain Neural Network Language Generation for Spoken Dialogue Systems—0
Zipf's law is a consequence of coherent language production—0
Backward and Forward Language Modeling for Constrained Sentence Generation—0
Neural Generative Question AnsweringCode0
Detection of Multiword Expressions for Hindi Language using Word Embeddings and WordNet-based Features—0
Learning in the Rational Speech Acts Model—0
Measuring Popularity of Machine-Generated Sentences Using Term Count, Document Frequency, and Dependency Language Model—0
Generating Weather Forecast Texts with Case Based Reasoning—0
Towards Flexible, Small-Domain Surface Generation: Combining Data-Driven and Grammatical Approaches—0
Generating R\'ecit from Sensor Data: Evaluation of a Task Model for Story Planning and Preliminary Experiments with GPS Data—0
A Snapshot of NLG Evaluation Practices 2005 - 2014—0
Synthetic Text Generation for Sentiment Analysis—0
Distinctive Similarity of Clausal Coordinate Ellipsis in Russian Compared to Dutch, Estonian, German, and Hungarian—0
Where Was Alexander the Great in 325 BC? Toward Understanding History Text with a World Model—0
Generating Descriptions of Spatial Relations between Objects in Images—0
Sentence Ordering in Electronic Navigational Chart Companion Text Generation—0
Discriminative Syntax-Based Word Ordering for Text Generation—0
A distributed cloud-based dialog system for conversational application development—0
Translating Italian to LIS in the Rail Stations—0
Generating Lexicalization Patterns for Linked Open Data—0
From the Virtual to the RealWorld: Referring to Objects in Real-World Spatial Scenes—0
Response Generation in Dialogue Using a Tailored PCFG Parser—0
Synthesizing and Evaluating Animations of American Sign Language Verbs Modeled from Motion-Capture Data—0
Designing an Algorithm for Generating Named Spatial References—0
Experiments with Generative Models for Dependency Tree Linearization—0
JSrealB: A Bilingual Text Realizer for Web Programming—0
Japanese Word Reordering Executed Concurrently with Dependency Parsing and Its Evaluation—0
A Framework for the Generation of Computer System Diagnostics in Natural Language using Finite State Methods—0
Proceedings of the 15th European Workshop on Natural Language Generation (ENLG)—0
Generating Sentence Planning Variations for Story Telling—0
Discourse Planning with an N-gram Model of Relations—0
Natural Language Generation from Pictographs—0
Topic Transition Strategies for an Information-Giving Agent—0
Narrative Generation from Extracted Associations—0
Reading Times Predict the Quality of Generated Text Above and Beyond Human Ratings—0
A Personal Storytelling about Your Favorite Data—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