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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 1301–1350 of 5335 papers

TitleStatusHype
Chain of Explanation: New Prompting Method to Generate Higher Quality Natural Language Explanation for Implicit Hate Speech—0
A Scoping Review of ChatGPT Research in Accounting and Finance—0
Absformer: Transformer-based Model for Unsupervised Multi-Document Abstractive Summarization—0
EgoLM: Multi-Modal Language Model of Egocentric Motions—0
A Rusty Link in the AI Supply Chain: Detecting Evil Configurations in Model Repositories—0
CGEMs: A Metric Model for Automatic Code Generation using GPT-3—0
Adapting Pre-trained Generative Models for Extractive Question Answering—0
CG-BERT: Conditional Text Generation with BERT for Generalized Few-shot Intent Detection—0
Artwork Explanation in Large-scale Vision Language Models—0
CFSafety: Comprehensive Fine-grained Safety Assessment for LLMs—0
CFL: Causally Fair Language Models Through Token-level Attribute Controlled Generation—0
Adapting SimpleNLG for Bilingual English-French Realisation—0
Efficient Length-Generalizable Attention via Causal Retrieval for Long-Context Language Modeling—0
A Roadmap for Big Model—0
Efficient Controlled Language Generation with Low-Rank Autoregressive Reward Models—0
CELL your Model: Contrastive Explanations for Large Language Models—0
Effect of Data Annotation, Feature Selection and Model Choice on Spatial Description Generation in French—0
ARGUS: Hallucination and Omission Evaluation in Video-LLMs—0
CDM: Combining Extraction and Generation for Definition Modeling—0
A Glimpse in ChatGPT Capabilities and its impact for AI research—0
Effective Unsupervised Constrained Text Generation based on Perturbed Masking—0
Efficient Model-Agnostic Multi-Group Equivariant Networks—0
EIPE-text: Evaluation-Guided Iterative Plan Extraction for Long-Form Narrative Text Generation—0
CCPrefix: Counterfactual Contrastive Prefix-Tuning for Many-Class Classification—0
Argument Summarization and its Evaluation in the Era of Large Language Models—0
CBAG: Conditional Biomedical Abstract Generation—0
CAVALRY-V: A Large-Scale Generator Framework for Adversarial Attacks on Video MLLMs—0
Argument linking in LTAG: A constraint-based implementation with XMG—0
Aggregation methods for efficient collocation detection—0
MedUnifier: Unifying Vision-and-Language Pre-training on Medical Data with Vision Generation Task using Discrete Visual Representations—0
CAT-Gen: Improving Robustness in NLP Models via Controlled Adversarial Text Generation—0
Adapting Neural Single-Document Summarization Model for Abstractive Multi-Document Summarization: A Pilot Study—0
EEG2TEXT-CN: An Exploratory Study of Open-Vocabulary Chinese Text-EEG Alignment via Large Language Model and Contrastive Learning on ChineseEEG—0
Are You Robert or RoBERTa? Deceiving Online Authorship Attribution Models Using Neural Text Generators—0
Category-Driven Content Selection—0
A Generative Model of Vector Space Semantics—0
Categorical SDEs with Simplex Diffusion—0
Cat and Mouse -- Can Fake Text Generation Outpace Detector Systems?—0
A Review on Large Language Models for Visual Analytics—0
eC-Tab2Text: Aspect-Based Text Generation from e-Commerce Product Tables—0
A Review of Digital Learning Environments for Teaching Natural Language Processing in K-12 Education—0
CaseSummarizer: A System for Automated Summarization of Legal Texts—0
Are the Tools up to the Task? an Evaluation of Commercial Dialog Tools in Developing Conversational Enterprise-grade Dialog Systems—0
Case Relation Transformer: A Crossmodal Language Generation Model for Fetching Instructions—0
Adapting LLMs for Efficient Context Processing through Soft Prompt Compression—0
Effective Context Selection in LLM-based Leaderboard Generation: An Empirical Study—0
Capturing Event Argument Interaction via A Bi-Directional Entity-Level Recurrent Decoder—0
Are PPO-ed Language Models Hackable?—0
CaptainGAN: Navigate Through Embedding Space For Better Text Generation—0
A Repository of Rules and Lexical Resources for Discourse Structure Analysis: the Case of Explanation Structures—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