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 3201–3250 of 5335 papers

TitleStatusHype
Using NLU in Context for Question Answering: Improving on Facebook's bAbI Tasks—0
Using Prompts to Guide Large Language Models in Imitating a Real Person's Language Style—0
Using Serious Games to Correct French Dictations: Proposal for a New Unity3D/NooJ Connector—0
Using Structured Content Plans for Fine-grained Syntactic Control in Pretrained Language Model Generation—0
Using Structured Content Plans for Fine-grained Syntactic Control in Pretrained Language Model Generation—0
UT5: Pretraining Non autoregressive T5 with unrolled denoising—0
Utilising Knowledge Graph Embeddings for Data-to-Text Generation—0
UZH_CLyp at SemEval-2023 Task 9: Head-First Fine-Tuning and ChatGPT Data Generation for Cross-Lingual Learning in Tweet Intimacy Prediction—0
Valency and Word Order in Czech --- A Corpus Probe—0
ValuesRAG: Enhancing Cultural Alignment Through Retrieval-Augmented Contextual Learning—0
Variational Topic Inference for Chest X-Ray Report Generation—0
VATr++: Choose Your Words Wisely for Handwritten Text Generation—0
VaxGuard: A Multi-Generator, Multi-Type, and Multi-Role Dataset for Detecting LLM-Generated Vaccine Misinformation—0
VBART: The Turkish LLM—0
A Frustratingly Simple Approach for End-to-End Image Captioning—0
vec2text with Round-Trip Translations—0
Verbalized Probabilistic Graphical Modeling with Large Language Models—0
Verbframator:Semi-Automatic Verb Frame Annotator Tool with Special Reference to Marathi—0
Verifying Heaps' law using Google Books Ngram data—0
Verify with Caution: The Pitfalls of Relying on Imperfect Factuality Metrics—0
VeriMind: Agentic LLM for Automated Verilog Generation with a Novel Evaluation Metric—0
VHEGAN: Variational Hetero-Encoder Randomized GAN for Zero-Shot Learning—0
Viable Threat on News Reading: Generating Biased News Using Natural Language Models—0
Video Captioning with Boundary-aware Hierarchical Language Decoding and Joint Video Prediction—0
VideoOFA: Two-Stage Pre-Training for Video-to-Text Generation—0
Video-Teller: Enhancing Cross-Modal Generation with Fusion and Decoupling—0
VieSum: How Robust Are Transformer-based Models on Vietnamese Summarization?—0
ViGGO: A Video Game Corpus for Data-To-Text Generation in Open-Domain Conversation—0
Vi-Mistral-X: Building a Vietnamese Language Model with Advanced Continual Pre-training—0
VISAR: A Human-AI Argumentative Writing Assistant with Visual Programming and Rapid Draft Prototyping—0
VISTA-LLAMA: Reducing Hallucination in Video Language Models via Equal Distance to Visual Tokens—0
Vista-LLaMA: Reliable Video Narrator via Equal Distance to Visual Tokens—0
Visual question answering: from early developments to recent advances -- a survey—0
Visual Recipe Flow: A Dataset for Learning Visual State Changes of Objects with Recipe Flows—0
Visual Storytelling with Hierarchical BERT Semantic Guidance—0
Visual Text Generation in the Wild—0
Visual Writing Prompts: Character-Grounded Story Generation with Curated Image Sequences—0
VOLTA: Improving Generative Diversity by Variational Mutual Information Maximizing Autoencoder—0
Voxtlm: unified decoder-only models for consolidating speech recognition/synthesis and speech/text continuation tasks—0
VTechAGP: An Academic-to-General-Audience Text Paraphrase Dataset and Benchmark Models—0
VUT: Versatile UI Transformer for Multi-Modal Multi-Task User Interface Modeling—0
VUT: Versatile UI Transformer for Multimodal Multi-Task User Interface Modeling—0
VX2TEXT: End-to-End Learning of Video-Based Text Generation From Multimodal Inputs—0
WakaVT: A Sequential Variational Transformer for Waka Generation—0
War and Pieces: Comparing Perspectives About World War I and II Across Wikipedia Language Communities—0
Waste Not, Want Not; Recycled Gumbel Noise Improves Consistency in Natural Language Generation—0
Watch and Learn: Leveraging Expert Knowledge and Language for Surgical Video Understanding—0
Weakly and Strongly Constrained Dialogues for Language Learning—0
Weakly Supervised Scene Text Generation for Low-resource Languages—0
kNN For Whisper And Its Effect On Bias And Speaker Adaptation—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