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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 4751–4800 of 5335 papers

TitleStatusHype
Grounded Objects and Interactions for Video Captioning—0
Grounded Persuasive Language Generation for Automated Marketing—0
Ground Every Sentence: Improving Retrieval-Augmented LLMs with Interleaved Reference-Claim Generation—0
Grounding in social media: An approach to building a chit-chat dialogue model—0
Group-based Distinctive Image Captioning with Memory Attention—0
Grouped-Attention for Content-Selection and Content-Plan Generation—0
G-TUNA: a corpus of referring expressions in German, including duration information—0
GUARD: Generation-time LLM Unlearning via Adaptive Restriction and Detection—0
Guess who? Multilingual approach for the automated generation of author-stylized poetry—0
Guided Generation of Cause and Effect—0
Guided Neural Language Generation for Automated Storytelling—0
Guiding Generative Storytelling with Knowledge Graphs—0
"Haet Bhasha aur Diskrimineshun": Phonetic Perturbations in Code-Mixed Hinglish to Red-Team LLMs—0
Hallucinate at the Last in Long Response Generation: A Case Study on Long Document Summarization—0
Hallucinations or Attention Misdirection? The Path to Strategic Value Extraction in Business Using Large Language Models—0
Handling and Presenting Harmful Text in NLP Research—0
Handling Idioms in Symbolic Multilingual Natural Language Generation—0
Handwritten text generation and strikethrough characters augmentation—0
Hard Gate Knowledge Distillation -- Leverage Calibration for Robust and Reliable Language Model—0
Harnessing Artificial Intelligence to Combat Online Hate: Exploring the Challenges and Opportunities of Large Language Models in Hate Speech Detection—0
Harnessing Knowledge and Reasoning for Human-Like Natural Language Generation: A Brief Review—0
Harnessing the Plug-and-Play Controller by Prompting—0
Harnessing the Zero-Shot Power of Instruction-Tuned Large Language Model in End-to-End Speech Recognition—0
Harvesting Creative Templates for Generating Stylistically Varied Restaurant Reviews—0
Harvesting Textual and Structured Data from the HAL Publication Repository—0
Have We Designed Generalizable Structural Knowledge Promptings? Systematic Evaluation and Rethinking—0
HDGlyph: A Hierarchical Disentangled Glyph-Based Framework for Long-Tail Text Rendering in Diffusion Models—0
Unified Generative & Dense Retrieval for Query Rewriting in Sponsored Search—0
Heavy-tailed Representations, Text Polarity Classification & Data Augmentation—0
HeLM: Highlighted Evidence augmented Language Model for Enhanced Table-to-Text Generation—0
Hello, It's GPT-2 - How Can I Help You? Towards the Use of Pretrained Language Models for Task-Oriented Dialogue Systems—0
QET: Enhancing Quantized LLM Parameters and KV cache Compression through Element Substitution and Residual Clustering—0
Heterogeneous Graph Transformer for Graph-to-Sequence Learning—0
``Hidden semantics'': what can we learn from the names in an ontology?—0
Hierarchical Contextual Manifold Alignment for Structuring Latent Representations in Large Language Models—0
Hierarchical Implicit Models and Likelihood-Free Variational Inference—0
Hierarchically-Structured Variational Autoencoders for Long Text Generation—0
Hierarchical Multimodal LLMs with Semantic Space Alignment for Enhanced Time Series Classification—0
Hierarchical Recurrent Aggregative Generation for Few-Shot NLG—0
Hierarchical Recurrent Aggregative Generation for Few-Shot NLG—0
Hierarchical Skip Decoding for Efficient Autoregressive Text Generation—0
HiGen: Hierarchy-Aware Sequence Generation for Hierarchical Text Classification—0
High probability or low information? The probability–quality paradox in language generation—0
High Recall Data-to-text Generation with Progressive Edit—0
Hindi Dependency Parsing using a combined model of Malt and MST—0
Hindsight: Posterior-guided training of retrievers for improved open-ended generation—0
HinGE: A Dataset for Generation and Evaluation of Code-Mixed Hinglish Text—0
A Training-free Sub-quadratic Cost Transformer Model Serving Framework With Hierarchically Pruned Attention—0
Hiring Now: A Skill-Aware Multi-Attention Model for Job Posting Generation—0
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language 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 (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