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 2251–2300 of 5335 papers

TitleStatusHype
An Analysis of the Effects of Decoding Algorithms on Fairness in Open-Ended Language Generation—0
Data augmentation for low resource sentiment analysis using generative adversarial networks—0
Data2Text Studio: Automated Text Generation from Structured Data—0
Automating Text Naturalness Evaluation of NLG Systems—0
Data2Concept2Text: An Explainable Multilingual Framework for Data Analysis Narration—0
Automating Direct Speech Variations in Stories and Games—0
An Analysis of the Ability of Statistical Language Models to Capture the Structural Properties of Language—0
A Comparative Evaluation Methodology for NLG in Interactive Systems—0
Analyzing the Forgetting Problem in Pretrain-Finetuning of Open-domain Dialogue Response Models—0
Automatic Voice Selection in Japanese based on Various Linguistic Information—0
A Domain-Restricted, Rule Based, English-Hindi Machine Translation System Based on Dependency Parsing—0
D2O: Dynamic Discriminative Operations for Efficient Generative Inference of Large Language Models—0
Cyclegen: Cyclic consistency based product review generator from attributes—0
Imitate Before Detect: Aligning Machine Stylistic Preference for Machine-Revised Text Detection—0
Cut the CARP: Fishing for zero-shot story evaluation—0
CustomText: Customized Textual Image Generation using Diffusion Models—0
Automatic Tweet Generation From Traffic Incident Data—0
Curvature: A signature for Action Recognition in Video Sequences—0
Automatic Tripartite Classification of Intransitive Verbs—0
Analyzing Persuasion Strategies of Debaters on Social Media—0
Imitation learning for language generation from unaligned data—0
Curriculum Learning for Cross-Lingual Data-to-Text Generation With Noisy Data—0
Curriculum Learning Based on Reward Sparseness for Deep Reinforcement Learning of Task Completion Dialogue Management—0
Automatic Token and Turn Level Language Identification for Code-Switched Text Dialog: An Analysis Across Language Pairs and Corpora—0
The Stability-Efficiency Dilemma: Investigating Sequence Length Warmup for Training GPT Models—0
Automatic Text Generation by Learning from Literary Structures—0
Analyzing Linguistic Knowledge in Sequential Model of Sentence—0
"I'm fully who I am": Towards Centering Transgender and Non-Binary Voices to Measure Biases in Open Language Generation—0
Curious Case of Language Generation Evaluation Metrics: A Cautionary Tale—0
A Domain and Language Independent Named Entity Classification Approach Based on Profiles and Local Information—0
Curate and Generate: A Corpus and Method for Joint Control of Semantics and Style in Neural NLG—0
Cultural Palette: Pluralising Culture Alignment via Multi-agent Palette—0
Automatic Summarization of Russian Texts: Comparison of Extractive and Abstractive Methods—0
AaKOS: Aspect-adaptive Knowledge-based Opinion Summarization—0
Imitation learning for structured prediction in natural language processing—0
CULG: Commercial Universal Language Generation—0
Automatic Reports from Spreadsheets: Data Analysis for the Rest of Us—0
CtrlRAG: Black-box Adversarial Attacks Based on Masked Language Models in Retrieval-Augmented Language Generation—0
Automatic Related Work Generation: A Meta Study—0
A Domain Agnostic Approach to Verbalizing n-ary Events without Parallel Corpora—0
CtrlDiff: Boosting Large Diffusion Language Models with Dynamic Block Prediction and Controllable Generation—0
Automatic question generation based on sentence structure analysis using machine learning approach—0
Conditional Text Generation for Harmonious Human-Machine Interaction—0
Analyzing and Adapting Large Language Models for Few-Shot Multilingual NLU: Are We There Yet?—0
A Commercial Perspective on Reference—0
Image Semantic Relation Generation—0
Learning to Rewrite Prompts for Personalized Text Generation—0
CSECU-DSG at SemEval-2021 Task 1: Fusion of Transformer Models for Lexical Complexity Prediction—0
Analysis of Uvama Urubugal in Tamil Sangam Literatures—0
Crystal Transformer: Self-learning neural language model for Generative and Tinkering Design of Materials—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