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

Showing 23012350 of 5335 papers

TitleStatusHype
Analysis of Plan-based Retrieval for Grounded Text Generation0
Crowdsourcing Language Generation Templates for Dialogue Systems0
Crowd-Sourced Iterative Annotation for Narrative Summarization Corpora0
Automatic News Generation and Fact-Checking System Based on Language Processing0
A Domain Adaptation Framework for Speech Recognition Systems with Only Synthetic data0
Improving Language Generation from Feature-Rich Tree-Structured Data with Relational Graph Convolutional Encoders0
Multilingual Speech Translation with Efficient Finetuning of Pretrained Models0
Automatic Modification of Communication Style in Dialogue Management0
Cross-modal Language Generation using Pivot Stabilization for Web-scale Language Coverage0
Analysing the Integration of Semantic Web Features for Document Planning across Genres0
A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation0
Analysing Data-To-Text Generation Benchmarks0
Cross-lingual Transfer of Abstractive Summarizer to Less-resource Language0
A Dog Is Passing Over The Jet? A Text-Generation Dataset for Korean Commonsense Reasoning and Evaluation0
Cross-lingual Alignment of Knowledge Graph Triples with Sentences0
Automatic label generation for news comment clusters0
Improving Factuality of 3D Brain MRI Report Generation with Paired Image-domain Retrieval and Text-domain Augmentation0
Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems0
Cross-Domain Robustness of Transformer-based Keyphrase Generation0
Automatic Interpretation of the English Possessive0
I Cast Detect Thoughts: Learning to Converse and Guide with Intents and Theory-of-Mind in Dungeons and Dragons0
Automatic Grammatical Error Correction for Sequence-to-sequence Text Generation: An Empirical Study0
ADLM -- stega: A Universal Adaptive Token Selection Algorithm for Improving Steganographic Text Quality via Information Entropy0
CRFR: Improving Conversational Recommender Systems via Flexible Fragments Reasoning on Knowledge Graphs0
Automatic Generation of Student Report Cards0
Unlocking the Power of GANs in Non-Autoregressive Text Generation0
Improving Explainable Recommendations with Synthetic Reviews0
Improving Factual Consistency of Text Summarization by Adversarially Decoupling Comprehension and Embellishment Abilities of LLMs0
Improving Factuality with Explicit Working Memory0
Improving Text Generation on Images with Synthetic Captions0
Creative Writing with an AI-Powered Writing Assistant: Perspectives from Professional Writers0
Creative Preference Optimization0
Automatic Generation of Programming Exercises and Code Explanations using Large Language Models0
An ACG Analysis of the G-TAG Generation Process0
Creative Data Generation: A Review Focusing on Text and Poetry0
A Mutation-based Text Generation for Adversarial Machine Learning Applications0
Improving Cross-Domain Low-Resource Text Generation through LLM Post-Editing: A Programmer-Interpreter Approach0
Automatic Generation of Jokes in Hindi0
Creating Training Corpora for NLG Micro-Planners0
Automatic Generation of Citation Texts in Scholarly Papers: A Pilot Study0
Creating Textual Driver Feedback from Telemetric Data0
Creating Suspenseful Stories: Iterative Planning with Large Language Models0
Improving Disentangled Text Representation Learning with Information-Theoretic Guidance0
Creating Arabic LLM Prompts at Scale0
Automatic Essay Scoring Incorporating Rating Schema via Reinforcement Learning0
Automatic disambiguation of English puns0
CREATER: CTR-driven Advertising Text Generation with Controlled Pre-Training and Contrastive Fine-Tuning0
Crafting Narrative Closures: Zero-Shot Learning with SSM Mamba for Short Story Ending Generation0
Improving Controllable Text Generation with Position-Aware Weighted Decoding0
CQSumDP: A ChatGPT-Annotated Resource for Query-Focused Abstractive Summarization Based on Debatepedia0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74Unverified
2FactT5BBLEU48.37Unverified
3JointGT BaselineBLEU47.51Unverified
4FactJointGTBLEU47.39Unverified
5Control Prefixes (T5-large)METEOR0.41Unverified
6T5METEOR0.12Unverified
7BARTMETEOR0.11Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95Unverified
2partGANBLEU-20.91Unverified
3RankGANBLEU-20.85Unverified
4RelGAN (100)BLEU-20.85Unverified
5SeqGANBLEU-20.83Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96Unverified
2PPOGANBLEU-20.91Unverified
3RelGANBLEU-20.88Unverified
4SeqGANBLEU-20.86Unverified
5RankGANBLEU-20.78Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65Unverified
2CRFRDistinct-30.52Unverified
3KGSFDistinct-30.43Unverified
4C2CRSDistinct-30.33Unverified
5KBRDDistinct-30.3Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92Unverified
2BART (TextBox 2.0)CIDEr12.98Unverified
3BARTMETEOR0.3Unverified
4T5METEOR0.29Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4Unverified
2Beam search + A*esque (sample)BLEU-134.4Unverified
3Beam search + A*esque (greedy)BLEU-134.3Unverified
4Beam searchBLEU-133.7Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81Unverified
2SeqGANBLEU-20.74Unverified
3LeakGANBLEU-20.46Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17Unverified
2TGenMETEOR0.15Unverified
3TGen+METEOR0.15Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12Unverified
2GPT2-81M-LOOPeval_loss3.11Unverified
3GPT2-Hermiteeval_loss2.91Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1Unverified
2SA-VAENLL327.5Unverified
3Aggressive VAENLL326.7Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19Unverified