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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 3301–3350 of 5335 papers

TitleStatusHype
Youling: an AI-Assisted Lyrics Creation System—0
Zero-resource Hallucination Detection for Text Generation via Graph-based Contextual Knowledge Triples Modeling—0
Zero-Shot Controlled Generation with Encoder-Decoder Transformers—0
Zero-Shot Dense Video Captioning by Jointly Optimizing Text and Moment—0
Zero-Shot Goal-Directed Dialogue via RL on Imagined Conversations—0
Zero-Shot Multi-task Hallucination Detection—0
Zero-Shot Neural Machine Translation: Russian-Hindi @LoResMT 2020—0
Zero-Shot Strategies for Length-Controllable Summarization—0
Zero-Shot Styled Text Image Generation, but Make It Autoregressive—0
Zipf's law is a consequence of coherent language production—0
Zipper: A Multi-Tower Decoder Architecture for Fusing Modalities—0
Ziya-Visual: Bilingual Large Vision-Language Model via Multi-Task Instruction Tuning—0
Zoom: a corpus of natural language descriptions of map locations—0
The Frontier of Data Erasure: Machine Unlearning for Large Language Models—0
Adversarial Generation and Encoding of Nested Texts—0
A Survey of Natural Language Generation Techniques with a Focus on Dialogue Systems - Past, Present and Future Directions—0
Controllable Paraphrase Generation with a Syntactic Exemplar—0
Theme-aware generation model for chinese lyrics—0
Improving Neural Machine Translation with Pre-trained Representation—0
1 Million Captioned Dutch Newspaper Images—0
Utility-Probability Duality of Neural Networks—0
Decoding AI and Human Authorship: Nuances Revealed Through NLP and Statistical Analysis—0
MedUnifier: Unifying Vision-and-Language Pre-training on Medical Data with Vision Generation Task using Discrete Visual Representations—0
Cross-Image Contrastive Decoding: Precise, Lossless Suppression of Language Priors in Large Vision-Language Models—0
Generative Models in Computational Pathology: A Comprehensive Survey on Methods, Applications, and Challenges—0
XtraGPT: LLMs for Human-AI Collaboration on Controllable Academic Paper Revision—0
Modeling cognitive processes of natural reading with transformer-based Language Models—0
A Survey of Generative Categories and Techniques in Multimodal Large Language Models—0
From Tool Calling to Symbolic Thinking: LLMs in a Persistent Lisp Metaprogramming Loop—0
Evaluation empirique de la sécurisation et de l'alignement de ChatGPT et Gemini: analyse comparative des vulnérabilités par expérimentations de jailbreaks—0
AaKOS: Aspect-adaptive Knowledge-based Opinion Summarization—0
A Bayesian Model for Generative Transition-based Dependency Parsing—0
A Better LLM Evaluator for Text Generation: The Impact of Prompt Output Sequencing and Optimization—0
A bird's eye view on coherence, and a worm's eye view on cohesion—0
Towards Coherent and Cohesive Long-form Text Generation—0
A Block Metropolis-Hastings Sampler for Controllable Energy-based Text Generation—0
A Brief Introduction to Natural Language Generation within Computational Creativity—0
Absformer: Transformer-based Model for Unsupervised Multi-Document Abstractive Summarization—0
Absolute and Relative Properties in Geographic Referring Expressions—0
Abstractive Compression of Captions with Attentive Recurrent Neural Networks—0
Abstractive Document Summarization with a Graph-Based Attentional Neural Model—0
Abstractive Meeting Summarization with Entailment and Fusion—0
Abstractive Summarization as Augmentation for Document-Level Event Detection—0
Abstractive Summarization with Combination of Pre-trained Sequence-to-Sequence and Saliency Models—0
Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion—0
Abstract Meaning Representation for Sembanking—0
Prompting GPT-3.5 for Text-to-SQL with De-semanticization and Skeleton Retrieval—0
A Case Study: NLG meeting Weather Industry Demand for Quality and Quantity of Textual Weather Forecasts—0
A Case Study Towards Turkish Paraphrase Alignment—0
A Causal Lens for Controllable 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 (sample)BLEU-134.4—Unverified
2Beam search + A*esque (beam)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