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 1451–1500 of 5335 papers

TitleStatusHype
Bridging Music and Text with Crowdsourced Music Comments: A Sequence-to-Sequence Framework for Thematic Music Comments Generation—0
APo-VAE: Text Generation in Hyperbolic Space—0
A Corpus of Gesture-Annotated Dialogues for Monologue-to-Dialogue Generation from Personal Narratives—0
A Dynamic Strategy Coach for Effective Negotiation—0
Controllable Paraphrase Generation with a Syntactic Exemplar—0
Bridging Brain Signals and Language: A Deep Learning Approach to EEG-to-Text Decoding—0
Breast Ultrasound Report Generation using LangChain—0
A Platform for Generating Educational Activities to Teach English as a Second Language—0
Evaluating the State-of-the-Art of End-to-End Natural Language Generation: The E2E NLG Challenge—0
Evaluating the text quality, human likeness and tailoring component of PASS: A Dutch data-to-text system for soccer—0
Breaking the Softmax Bottleneck via Learnable Monotonic Pointwise Non-linearities—0
Branch-Solve-Merge Improves Large Language Model Evaluation and Generation—0
API Agents vs. GUI Agents: Divergence and Convergence—0
Brainstorming Brings Power to Large Language Models of Knowledge Reasoning—0
BrainECHO: Semantic Brain Signal Decoding through Vector-Quantized Spectrogram Reconstruction for Whisper-Enhanced Text Generation—0
A Perspective on Literary Metaphor in the Context of Generative AI—0
BRAIn: Bayesian Reward-conditioned Amortized Inference for natural language generation from feedback—0
A Personal Storytelling about Your Favorite Data—0
A corpus for Automatic Article Analysis—0
Evaluating the Reliability and Interaction of Recursively Used Feature Classes for Terminology Extraction—0
Evaluation Guidelines to Deal with Implicit Phenomena to Assess Factuality in Data-to-Text Generation—0
Evaluation Metrics of Language Generation Models for Synthetic Traffic Generation Tasks—0
Evaluation of Text Generation: A Survey—0
Exploring the Frontiers of LLMs in Psychological Applications: A Comprehensive Review—0
Boundary Seeking GANs—0
Bootstrapping NLP tools across low-resourced African languages: an overview and prospects—0
A Parallel WordNet for English, Swedish and Bulgarian—0
Bootstrapping incremental dialogue systems from minimal data: the generalisation power of dialogue grammars—0
A Parallel Recurrent Neural Network for Language Modeling with POS Tags—0
Adversarial Training for High-Stakes Reliability—0
Bootstrapping incremental dialogue systems: using linguistic knowledge to learn from minimal data—0
Adversarial Training: A simple and efficient technique to Improving NLP Robustness—0
Boosting Text Classification Performance on Sexist Tweets by Text Augmentation and Text Generation Using a Combination of Knowledge Graphs—0
Boosting Radiology Report Generation by Infusing Comparison Prior—0
A Corpus-based Approach to Linguistic Function—0
Boosting Naturalness of Language in Task-oriented Dialogues via Adversarial Training—0
Boosting Natural Language Generation from Instructions with Meta-Learning—0
Anyprefer: An Agentic Framework for Preference Data Synthesis—0
Boosting Event Extraction with Denoised Structure-to-Text Augmentation—0
Boosting coherence of language models—0
An Understanding of Learning from Demonstrations for Neural Text Generation—0
Adversarial Text Generation Without Reinforcement Learning—0
Boosting Code-Switching ASR with Mixture of Experts Enhanced Speech-Conditioned LLM—0
An Overview on Language Models: Recent Developments and Outlook—0
Book Review: Automatic Text Simplification by Horacio Saggion—0
Adversarial Text Generation with Dynamic Contextual Perturbation—0
A Survey of Natural Language Generation Techniques with a Focus on Dialogue Systems - Past, Present and Future Directions—0
Evaluating the Correctness of Inference Patterns Used by LLMs for Judgment—0
Does Meta-learning Help mBERT for Few-shot Question Generation in a Cross-lingual Transfer Setting for Indic Languages?—0
Does a Large Language Model Really Speak in Human-Like Language?—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