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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 2751–2800 of 5335 papers

TitleStatusHype
Structured Language Generation Model for Robust Structure Prediction—0
Structured Memory Mechanisms for Stable Context Representation in Large Language Models—0
Structured Prediction in NLP -- A survey—0
Structure-to-Text Generation with Self-Training, Acceptability Classifiers and Context-Conditioning for the GEM Shared Task—0
Studying the Semantic Context of two Dutch Causal Connectives—0
Style Control for Schema-Guided Natural Language Generation—0
Style Example-Guided Text Generation using Generative Adversarial Transformers—0
Style Extraction on Text Embeddings Using VAE and Parallel Dataset—0
Style Over Substance: Evaluation Biases for Large Language Models—0
Style transfer and classification in hebrew news items—0
Stylistically User-Specific Generation—0
Stylistic MR-to-Text Generation Using Pre-trained Language Models—0
Stylistic Transfer in Natural Language Generation Systems Using Recurrent Neural Networks—0
Stylistic Variation in Television Dialogue for Natural Language Generation—0
Stylized Data-to-Text Generation: A Case Study in the E-Commerce Domain—0
Stylized Story Generation with Style-Guided Planning—0
Stylized Text Generation: Approaches and Applications—0
Stylized Text Generation Using Wasserstein Autoencoders with a Mixture of Gaussian Prior—0
Stylometry Analysis of Multi-authored Documents for Authorship and Author Style Change Detection—0
StylusAI: Stylistic Adaptation for Robust German Handwritten Text Generation—0
STYLUS: A Resource for Systematically Derived Language Usage—0
Subtle Misogyny Detection and Mitigation: An Expert-Annotated Dataset—0
Successor Features for Efficient Multisubject Controlled Text Generation—0
Sudowoodo: a Chinese Lyric Imitation System with Source Lyrics—0
Summarising News Stories for Children—0
Summarising Unreliable Data—0
Summarization with Precise Length Control—0
Summarize, Outline, and Elaborate: Long-Text Generation via Hierarchical Supervision from Extractive Summaries—0
Summary Grounded Conversation Generation—0
Supervised Attention for Sequence-to-Sequence Constituency Parsing—0
Supervised Learning of Complete Morphological Paradigms—0
Supporting Content Design with an Eye Tracker: The Case of Weather-based Recommendations—0
Surface Realisation from Knowledge-Bases—0
Surface Realization Using Pretrained Language Models—0
Surfacing Biases in Large Language Models using Contrastive Input Decoding—0
Survey and Evaluation of Converging Architecture in LLMs based on Footsteps of Operations—0
Survey of Abstract Meaning Representation: Then, Now, Future—0
Survey of different Large Language Model Architectures: Trends, Benchmarks, and Challenges—0
Survey of Hallucination in Natural Language Generation—0
Survey of the State of the Art in Natural Language Generation: Core tasks, applications and evaluation—0
Graded Suspiciousness of Adversarial Texts to Human—0
SwitchCIT: Switching for Continual Instruction Tuning—0
SyCoCa: Symmetrizing Contrastive Captioners with Attentive Masking for Multimodal Alignment—0
Synonym Detection Using Syntactic Dependency And Neural Embeddings—0
Syntactic Identification of Occurrences of Multiword Expressions in Text using a Lexicon with Dependency Structures—0
Syntactic Knowledge via Graph Attention with BERT in Machine Translation—0
Syntactic SMT Using a Discriminative Text Generation Model—0
Syntax-Based Word Ordering Incorporating a Large-Scale Language Model—0
Syntax-driven Iterative Expansion Language Models for Controllable Text Generation—0
Syntax-Infused Variational Autoencoder for Text Generation—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