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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2701–2750 of 5335 papers

TitleStatusHype
Trade-Offs Between Fairness and Privacy in Language ModelingCode0
Evaluation of African American Language Bias in Natural Language Generation—0
Advancing Precise Outline-Conditioned Text Generation with Task Duality and Explicit Outline Control—0
Process-To-Text: A Framework for the Quantitative Description of Processes in Natural Language—0
APPLS: Evaluating Evaluation Metrics for Plain Language SummarizationCode0
Reducing Sensitivity on Speaker Names for Text Generation from DialoguesCode0
DUBLIN -- Document Understanding By Language-Image Network—0
Language Model Self-improvement by Reinforcement Learning Contemplation—0
GEST: the Graph of Events in Space and Time as a Common Representation between Vision and Language—0
Cognitive network science reveals bias in GPT-3, ChatGPT, and GPT-4 mirroring math anxiety in high-school students—0
ChatGPT to Replace Crowdsourcing of Paraphrases for Intent Classification: Higher Diversity and Comparable Model RobustnessCode0
Syntactic Knowledge via Graph Attention with BERT in Machine Translation—0
Look-back Decoding for Open-Ended Text GenerationCode0
MacLaSa: Multi-Aspect Controllable Text Generation via Efficient Sampling from Compact Latent SpaceCode0
Non-Autoregressive Document-Level Machine TranslationCode0
Text Generation with Speech Synthesis for ASR Data Augmentation—0
Pruning Pre-trained Language Models with Principled Importance and Self-regularizationCode0
DiffCap: Exploring Continuous Diffusion on Image Captioning—0
ReTAG: Reasoning Aware Table to Analytic Text Generation—0
What Comes Next? Evaluating Uncertainty in Neural Text Generators Against Human Production VariabilityCode0
DiffuSIA: A Spiral Interaction Architecture for Encoder-Decoder Text Diffusion—0
Collaborative Generative AI: Integrating GPT-k for Efficient Editing in Text-to-Image Generation—0
Exploiting Biased Models to De-bias Text: A Gender-Fair Rewriting ModelCode0
AIwriting: Relations Between Image Generation and Digital Writing—0
Diffusion Language Models Generation Can Be Halted Early—0
"I'm fully who I am": Towards Centering Transgender and Non-Binary Voices to Measure Biases in Open Language Generation—0
Iterative Adversarial Attack on Image-guided Story Ending Generation—0
Boosting Event Extraction with Denoised Structure-to-Text Augmentation—0
Creative Data Generation: A Review Focusing on Text and Poetry—0
Helping the Helper: Supporting Peer Counselors via AI-Empowered Practice and FeedbackCode0
Two-in-One: A Model Hijacking Attack Against Text Generation Models—0
Surfacing Biases in Large Language Models using Contrastive Input Decoding—0
Unsupervised Melody-Guided Lyrics Generation—0
Subword Segmental Machine Translation: Unifying Segmentation and Target Sentence GenerationCode0
Structured Chain-of-Thought Prompting for Code Generation—0
A Glimpse in ChatGPT Capabilities and its impact for AI research—0
SPSQL: Step-by-step Parsing Based Framework for Text-to-SQL Generation—0
DeepTextMark: A Deep Learning-Driven Text Watermarking Approach for Identifying Large Language Model Generated TextCode0
Summarization with Precise Length Control—0
Boosting Radiology Report Generation by Infusing Comparison Prior—0
Coherent Wave Dynamics and Language Generation of a Generative Pre-trained Transformer—0
HistAlign: Improving Context Dependency in Language Generation by Aligning with HistoryCode0
Unlocking the Power of GANs in Non-Autoregressive Text Generation—0
Diffusion-NAT: Self-Prompting Discrete Diffusion for Non-Autoregressive Text Generation—0
Expository Text Generation: Imitate, Retrieve, ParaphraseCode0
Stylized Data-to-Text Generation: A Case Study in the E-Commerce Domain—0
VideoOFA: Two-Stage Pre-Training for Video-to-Text Generation—0
How to Choose Pretrained Handwriting Recognition Models for Single Writer Fine-Tuning—0
Towards Imperceptible Document Manipulations against Neural Ranking Models—0
Cheaply Evaluating Inference Efficiency Metrics for Autoregressive Transformer APIs—0
Show:102550
← PrevPage 55 of 107Next →
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