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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 2051–2100 of 5335 papers

TitleStatusHype
Hierarchical Recurrent Aggregative Generation for Few-Shot NLG—0
Best Practices for Data-Efficient Modeling in NLG:How to Train Production-Ready Neural Models with Less Data—0
Privacy-Preserving In-Context Learning for Large Language Models—0
GraSAME: Injecting Token-Level Structural Information to Pretrained Language Models via Graph-guided Self-Attention Mechanism—0
Best-k Search Algorithm for Neural Text Generation—0
Green Prompting—0
Differentiable Expected BLEU for Text Generation—0
DiffCap: Exploring Continuous Diffusion on Image Captioning—0
BERT vs GPT for financial engineering—0
Dialogue-act-driven Conversation Model : An Experimental Study—0
Dialog Generation Using Multi-Turn Reasoning Neural Networks—0
Adversarial Attacks on AI-Generated Text Detection Models: A Token Probability-Based Approach Using Embeddings—0
Greetings Generation in Video Role Playing Games—0
Dia-LLaMA: Towards Large Language Model-driven CT Report Generation—0
Graph-Stega: Semantic Controllable Steganographic Text Generation Guided by Knowledge Graph—0
DHP Benchmark: Are LLMs Good NLG Evaluators?—0
A Comprehensive Survey of Bias in LLMs: Current Landscape and Future Directions—0
Graph Synthetic Out-of-Distribution Exposure with Large Language Models—0
DFX: A Low-latency Multi-FPGA Appliance for Accelerating Transformer-based Text Generation—0
Development of Pre-Trained Transformer-based Models for the Nepali Language—0
BERT for Question Generation—0
What BERT Sees: Cross-Modal Transfer for Visual Question Generation—0
Development of an Inclusive Educational Platform Using Open Technologies and Machine Learning: A Case Study on Accessibility Enhancement—0
A Neural Approach to Pun Generation—0
GraphSeq2Seq: Graph-Sequence-to-Sequence for Neural Machine Translation—0
Graph-to-Text Generation with Dynamic Structure Pruning—0
GRET: Global Representation Enhanced Transformer—0
Developing the Bangla RST Discourse Treebank—0
BERT 4EVER@LT-EDI-ACL2022-Detecting signs of Depression from Social Media:Detecting Depression in Social Media using Prompt-Learning and Word-Emotion Cluster—0
An Essay on Self-explanatory Computational Intelligence: A Linguistic Model of Data Processing Systems—0
DETQUS: Decomposition-Enhanced Transformers for QUery-focused Summarization—0
Detoxifying Language Models with a Toxic Corpus—0
BenLLMEval: A Comprehensive Evaluation into the Potentials and Pitfalls of Large Language Models on Bengali NLP—0
Graph Pre-training for AMR Parsing and Generation—0
Benchmarking Next-Generation Reasoning-Focused Large Language Models in Ophthalmology: A Head-to-Head Evaluation on 5,888 Items—0
Deterministic or probabilistic? The psychology of LLMs as random number generators—0
Deterministic natural language generation from meaning representations for machine translation—0
An Ensemble Method Based on the Combination of Transformers with Convolutional Neural Networks to Detect Artificially Generated Text—0
Determining Content for Unknown Users: Lessons from the MinkApp Case Study—0
Determinantal Beam Search—0
Benchmarking Multimodal Models for Ukrainian Language Understanding Across Academic and Cultural Domains—0
Detection of Multiword Expressions for Hindi Language using Word Embeddings and WordNet-based Features—0
Detection of Machine-Generated Text: Literature Survey—0
End-to-End Video Captioning—0
GraphMaster: Automated Graph Synthesis via LLM Agents in Data-Limited Environments—0
Detection and Correction of Preposition and Determiner Errors in English: HOO 2012—0
Detecting LLM-Assisted Writing in Scientific Communication: Are We There Yet?—0
Detecting Hallucination and Coverage Errors in Retrieval Augmented Generation for Controversial Topics—0
Detecting Document Structure in a Very Large Corpus of UK Financial Reports—0
AdvCodec: Towards A Unified Framework for Adversarial Text Generation—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