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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 4051–4100 of 5335 papers

TitleStatusHype
Controlled Text Generation using T5 based Encoder-Decoder Soft Prompt Tuning and Analysis of the Utility of Generated Text in AI—0
Controlled Text Generation with Adversarial Learning—0
Controlled Text Generation with Natural Language Instructions—0
Controlling Human Perception of Basic User Traits—0
Controlling Linguistic Style Aspects in Neural Language Generation—0
Controlling Personality Style in Dialogue with Zero-Shot Prompt-Based Learning—0
Controlling Pretrained Language Generation Models by Learning to Focus—0
Controlling Sequence-to-Sequence Models - A Demonstration on Neural-based Acrostic Generator—0
Controlling Summarization Length Through EOS Token Weighting—0
Controlling the Focus of Pretrained Language Generation Models—0
Controlling Topic-Focus Articulation in Meaning-to-Text Generation using Graph Neural Networks—0
Conversational Agent for Daily Living Assessment Coaching Demo—0
Conversational Planning for Personal Plans—0
Cool-Fusion: Fuse Large Language Models without Training—0
Co-PoeTryMe: a Co-Creative Interface for the Composition of Poetry—0
Inner-Probe: Discovering Copyright-related Data Generation in LLM Architecture—0
CORAL: Contextual Response Retrievability Loss Function for Training Dialog Generation Models—0
Corpus-based Interpretation of Instructions in Virtual Environments—0
Corpus-based Referring Expressions Generation—0
Correcting prepositional phrase attachments using multimodal corpora—0
Correction of Errors in Preference Ratings from Automated Metrics for Text Generation—0
CoSMo: A constructor specification language for Abstract Wikipedia's content selection process—0
COSMO: COntrastive Streamlined MultimOdal Model with Interleaved Pre-Training—0
CoSteer: Collaborative Decoding-Time Personalization via Local Delta Steering—0
CoVLM: Composing Visual Entities and Relationships in Large Language Models Via Communicative Decoding—0
CPSDBench: A Large Language Model Evaluation Benchmark and Baseline for Chinese Public Security Domain—0
CQSumDP: A ChatGPT-Annotated Resource for Query-Focused Abstractive Summarization Based on Debatepedia—0
Crafting Narrative Closures: Zero-Shot Learning with SSM Mamba for Short Story Ending Generation—0
CREATER: CTR-driven Advertising Text Generation with Controlled Pre-Training and Contrastive Fine-Tuning—0
Creating Arabic LLM Prompts at Scale—0
Creating Suspenseful Stories: Iterative Planning with Large Language Models—0
Creating Textual Driver Feedback from Telemetric Data—0
Creating Training Corpora for NLG Micro-Planners—0
Creative Data Generation: A Review Focusing on Text and Poetry—0
Creative Preference Optimization—0
Creative Writing with an AI-Powered Writing Assistant: Perspectives from Professional Writers—0
CRFR: Improving Conversational Recommender Systems via Flexible Fragments Reasoning on Knowledge Graphs—0
Cross-Domain Robustness of Transformer-based Keyphrase Generation—0
Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems—0
Cross-lingual Alignment of Knowledge Graph Triples with Sentences—0
Cross-lingual Transfer of Abstractive Summarizer to Less-resource Language—0
Cross-modal Language Generation using Pivot Stabilization for Web-scale Language Coverage—0
Multilingual Speech Translation with Efficient Finetuning of Pretrained Models—0
Crowd-Sourced Iterative Annotation for Narrative Summarization Corpora—0
Crowdsourcing Language Generation Templates for Dialogue Systems—0
Crowd-sourcing NLG Data: Pictures Elicit Better Data.—0
Crowd-sourcing NLG Data: Pictures Elicit Better Data—0
Crystal Transformer: Self-learning neural language model for Generative and Tinkering Design of Materials—0
CSECU-DSG at SemEval-2021 Task 1: Fusion of Transformer Models for Lexical Complexity Prediction—0
Conditional Text Generation for Harmonious Human-Machine Interaction—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