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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 2151–2200 of 5335 papers

TitleStatusHype
Helping the Helper: Supporting Peer Counselors via AI-Empowered Practice and FeedbackCode0
Keras GPT Copilot: Integrating the Power of Large Language Models in Deep Learning Model DevelopmentCode1
NLG Evaluation Metrics Beyond Correlation Analysis: An Empirical Metric Preference ChecklistCode3
TESS: Text-to-Text Self-Conditioned Simplex DiffusionCode1
Creative Data Generation: A Review Focusing on Text and Poetry—0
Watermarking Text Generated by Black-Box Language ModelsCode1
ULIP-2: Towards Scalable Multimodal Pre-training for 3D UnderstandingCode2
Unsupervised Melody-Guided Lyrics Generation—0
Two-in-One: A Model Hijacking Attack Against Text Generation Models—0
Surfacing Biases in Large Language Models using Contrastive Input Decoding—0
Structured Chain-of-Thought Prompting for Code Generation—0
Subword Segmental Machine Translation: Unifying Segmentation and Target Sentence GenerationCode0
SPSQL: Step-by-step Parsing Based Framework for Text-to-SQL Generation—0
A Glimpse in ChatGPT Capabilities and its impact for AI research—0
DeepTextMark: A Deep Learning-Driven Text Watermarking Approach for Identifying Large Language Model Generated TextCode0
Summarization with Precise Length Control—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
Can Diffusion Model Achieve Better Performance in Text Generation? Bridging the Gap between Training and Inference!Code1
Boosting Radiology Report Generation by Infusing Comparison Prior—0
Diffusion-NAT: Self-Prompting Discrete Diffusion for Non-Autoregressive Text Generation—0
Unlocking the Power of GANs in 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
How to Choose Pretrained Handwriting Recognition Models for Single Writer Fine-Tuning—0
VideoOFA: Two-Stage Pre-Training for Video-to-Text Generation—0
Towards Imperceptible Document Manipulations against Neural Ranking Models—0
Cheaply Evaluating Inference Efficiency Metrics for Autoregressive Transformer APIs—0
Lift Yourself Up: Retrieval-augmented Text Generation with Self MemoryCode1
GPTutor: a ChatGPT-powered programming tool for code explanationCode1
A Systematic Study of Knowledge Distillation for Natural Language Generation with Pseudo-Target TrainingCode0
FIREBALL: A Dataset of Dungeons and Dragons Actual-Play with Structured Game State InformationCode1
Summarizing Multiple Documents with Conversational Structure for Meta-Review GenerationCode1
Privacy-Preserving In-Context Learning for Large Language Models—0
The Benefits of Bad Advice: Autocontrastive Decoding across Model LayersCode1
Bridging the Gap: A Survey on Integrating (Human) Feedback for Natural Language Generation—0
Text-Blueprint: An Interactive Platform for Plan-based Conditional Generation—0
ChatGPT in the Classroom: An Analysis of Its Strengths and Weaknesses for Solving Undergraduate Computer Science Questions—0
SweCTRL-Mini: a data-transparent Transformer-based large language model for controllable text generation in SwedishCode0
ChatGPT vs State-of-the-Art Models: A Benchmarking Study in Keyphrase Generation Task—0
ICE-Score: Instructing Large Language Models to Evaluate CodeCode1
Controlled Text Generation with Natural Language Instructions—0
Multidimensional Evaluation for Text Style Transfer Using ChatGPTCode0
Harnessing the Power of LLMs in Practice: A Survey on ChatGPT and BeyondCode6
Prompting GPT-3.5 for Text-to-SQL with De-semanticization and Skeleton Retrieval—0
Evaluating Inter-Bilingual Semantic Parsing for Indian LanguagesCode0
GlyphDiffusion: Text Generation as Image Generation—0
Directed Acyclic Transformer Pre-training for High-quality Non-autoregressive Text GenerationCode1
LaMP: When Large Language Models Meet PersonalizationCode1
Which Factors Predict the Chat Experience of a Natural Language Generation Dialogue Service?—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