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 3401–3450 of 5335 papers

TitleStatusHype
A Discriminative Model for Semantics-to-String Translation—0
A Discursive Grid Approach to Model Local Coherence in Multi-document Summaries—0
A Disease Labeler for Chinese Chest X-Ray Report Generation—0
A distributed cloud-based dialog system for conversational application development—0
ADLM -- stega: A Universal Adaptive Token Selection Algorithm for Improving Steganographic Text Quality via Information Entropy—0
A Dog Is Passing Over The Jet? A Text-Generation Dataset for Korean Commonsense Reasoning and Evaluation—0
A Domain Adaptation Framework for Speech Recognition Systems with Only Synthetic data—0
A Domain Agnostic Approach to Verbalizing n-ary Events without Parallel Corpora—0
A Domain and Language Independent Named Entity Classification Approach Based on Profiles and Local Information—0
A Domain-Restricted, Rule Based, English-Hindi Machine Translation System Based on Dependency Parsing—0
Advanced RAG Models with Graph Structures: Optimizing Complex Knowledge Reasoning and Text Generation—0
Advancements in Generative AI: A Comprehensive Review of GANs, GPT, Autoencoders, Diffusion Model, and Transformers—0
Advancements in Natural Language Processing for Automatic Text Summarization—0
Advancements in Scientific Controllable Text Generation Methods—0
Advancing Chinese biomedical text mining with community challenges—0
Advancing Decoding Strategies: Enhancements in Locally Typical Sampling for LLMs—0
Advancing Deep Learning through Probability Engineering: A Pragmatic Paradigm for Modern AI—0
Advancing human-centric AI for robust X-ray analysis through holistic self-supervised learning—0
Advancing Offline Handwritten Text Recognition: A Systematic Review of Data Augmentation and Generation Techniques—0
Advancing Video Quality Assessment for AIGC—0
AdvCodec: Towards A Unified Framework for Adversarial Text Generation—0
Adversarial Attacks on AI-Generated Text Detection Models: A Token Probability-Based Approach Using Embeddings—0
Adversarial Domain Adaptation for Variational Neural Language Generation in Dialogue Systems—0
Adversarial Domain Adaptation Using Artificial Titles for Abstractive Title Generation—0
Adversarially-Trained Normalized Noisy-Feature Auto-Encoder for Text Generation—0
Adversarial Self-Supervised Data-Free Distillation for Text Classification—0
Adversarial Text Generation via Sequence Contrast Discrimination—0
Adversarial Text Generation with Dynamic Contextual Perturbation—0
Adversarial Text Generation Without Reinforcement Learning—0
Adversarial Training: A simple and efficient technique to Improving NLP Robustness—0
Adversarial Training for High-Stakes Reliability—0
A Dynamic Strategy Coach for Effective Negotiation—0
A farewell to arms: Non-verbal communication for non-humanoid robots—0
Affective Natural Language Generation of Event Descriptions through Fine-grained Appraisal Conditions—0
Affect-LM: A Neural Language Model for Customizable Affective Text Generation—0
AffectON: Incorporating Affect Into Dialog Generation—0
A Framework for Evaluating Text Correction—0
A Framework for Health Behavior Change using Companionable Robots—0
A Framework for Real-time Safeguarding the Text Generation of Large Language Model—0
A Framework for the Generation of Computer System Diagnostics in Natural Language using Finite State Methods—0
A French Corpus for Semantic Similarity—0
AfriKI: Machine-in-the-Loop Afrikaans Poetry Generation—0
A Probability--Quality Trade-off in Aligned Language Models and its Relation to Sampling Adaptors—0
A Game-Based Setup for Data Collection and Task-Based Evaluation of Uncertain Information Presentation—0
A Generative Language Model for Few-shot Aspect-Based Sentiment Analysis—0
A Generative Model of Vector Space Semantics—0
Aggregation methods for efficient collocation detection—0
A Glimpse in ChatGPT Capabilities and its impact for AI research—0
Graphmax for Text Generation—0
A Group Fairness Lens for Large Language Models—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