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 5001–5050 of 5335 papers

TitleStatusHype
JoyHallo: Digital human model for Mandarin—0
JoyType: A Robust Design for Multilingual Visual Text Creation—0
JPEG-LM: LLMs as Image Generators with Canonical Codec Representations—0
JSrealB: A Bilingual Text Realizer for Web Programming—0
Jurassic is (almost) All You Need: Few-Shot Meaning-to-Text Generation for Open-Domain Dialogue—0
Just Title It! (by an Online Application)—0
KBGen -- Text Generation from Knowledge Bases as a New Shared Task—0
KB-NLG: From Knowledge Base to Natural Language Generation—0
Keeping Notes: Conditional Natural Language Generation with a Scratchpad Encoder—0
Keep Meeting Summaries on Topic: Abstractive Multi-Modal Meeting Summarization—0
KETG: A Knowledge Enhanced Text Generation Framework—0
KEYword based Sampling (KEYS) for Large Language Models—0
Keywords and Instances: A Hierarchical Contrastive Learning Framework Unifying Hybrid Granularities for Text Generation—0
KFCNet: Knowledge Filtering and Contrastive Learning Network for Generative Commonsense Reasoning—0
KFCNet: Knowledge Filtering and Contrastive Learning for Generative Commonsense Reasoning—0
KG-CTG: Citation Generation through Knowledge Graph-guided Large Language Models—0
Killing One Bird with Two Stones: Model Extraction and Attribute Inference Attacks against BERT-based APIs—0
KNN-LM Does Not Improve Open-ended Text Generation—0
Knowledge AI: Fine-tuning NLP Models for Facilitating Scientific Knowledge Extraction and Understanding—0
Knowledge-Augmented Methods for Natural Language Processing—0
Knowledge-Aware Audio-Grounded Generative Slot Filling for Limited Annotated Data—0
Knowledge-based Review Generation by Coherence Enhanced Text Planning—0
Knowledge driven Description Synthesis for Floor Plan Interpretation—0
Knowledge Graph-Augmented Korean Generative Commonsense Reasoning—0
Knowledge Graph for NLG in the context of conversational agents—0
Knowledge Graphs for Multilingual Language Translation and Generation—0
Knowledge Graphs, Large Language Models, and Hallucinations: An NLP Perspective—0
Knowledge Representation for Conceptual, Motivational, and Affective Processes in Natural Language Communication—0
Know When To Stop: A Study of Semantic Drift in Text Generation—0
KOSMOS-2.5: A Multimodal Literate Model—0
KSHSeek: Data-Driven Approaches to Mitigating and Detecting Knowledge-Shortcut Hallucinations in Generative Models—0
KuiLeiXi: a Chinese Open-Ended Text Adventure Game—0
Label-Confidence-Aware Uncertainty Estimation in Natural Language Generation—0
Label-Efficient Model Selection for Text Generation—0
Label Representations in Modeling Classification as Text Generation—0
LAMASSU: Streaming Language-Agnostic Multilingual Speech Recognition and Translation Using Neural Transducers—0
Language and Task Arithmetic with Parameter-Efficient Layers for Zero-Shot Summarization—0
Language Complexity Measurement as a Noisy Zero-Shot Proxy for Evaluating LLM Performance—0
Language Generation for Broad-Coverage, Explainable Cognitive Systems—0
Language Generation from DB Query—0
Language Generation in the Limit—0
Language Generation Models Can Cause Harm: So What Can We Do About It? An Actionable Survey—0
Language Generation via DAG Transduction—0
Semantically Grounded QFormer for Efficient Vision Language Understanding—0
Language hooks: a modular framework for augmenting LLM reasoning that decouples tool usage from the model and its prompt—0
Language-Independent Representations Improve Zero-Shot Summarization—0
Language Model Evaluation in Open-ended Text Generation—0
Language Modeling for Morphologically Rich Languages: Character-Aware Modeling for Word-Level Prediction—0
Language Modeling with Generative AdversarialNetworks—0
Language Modelling Approaches to Adaptive Machine Translation—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