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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 2601–2650 of 5335 papers

TitleStatusHype
Bridging the Gap Between Training and Inference of Bayesian Controllable Language Models—0
EASE: Extractive-Abstractive Summarization with Explanations—0
Application of GPT Language Models for Innovation in Activities in University Teaching—0
E2E NLG Challenge Submission: Towards Controllable Generation of Diverse Natural Language—0
E2E-AFG: An End-to-End Model with Adaptive Filtering for Retrieval-Augmented Generation—0
DYPLOC: Dynamic Planning of Content Using Mixed Language Models for Text Generation—0
Bridging the Gap: A Survey on Integrating (Human) Feedback for Natural Language Generation—0
Application of AI-based Models for Online Fraud Detection and Analysis—0
Affective Natural Language Generation of Event Descriptions through Fine-grained Appraisal Conditions—0
A Critical Look At Tokenwise Reward-Guided Text Generation—0
DynaMo: Accelerating Language Model Inference with Dynamic Multi-Token Sampling—0
Dynamic Topic Tracker for KB-to-Text Generation—0
Dynamic Strategy Chain: Dynamic Zero-Shot CoT for Long Mental Health Support Generation—0
Dynamic Self-Distillation via Previous Mini-batches for Fine-tuning Small Language Models—0
FineEdit: Unlock Instruction-Based Text Editing for LLMs—0
Dynamic Scheduled Sampling with Imitation Loss for Neural Text Generation—0
Bridging Subword Gaps in Pretrain-Finetune Paradigm for Natural Language Generation—0
Dynamic population-based meta-learning for multi-agent communication with natural language—0
Bridging Music and Text with Crowdsourced Music Comments: A Sequence-to-Sequence Framework for Thematic Music Comments Generation—0
APo-VAE: Text Generation in Hyperbolic Space—0
A farewell to arms: Non-verbal communication for non-humanoid robots—0
D.Va: Validate Your Demonstration First Before You Use It—0
Bridging Brain Signals and Language: A Deep Learning Approach to EEG-to-Text Decoding—0
DU-VLG: Unifying Vision-and-Language Generation via Dual Sequence-to-Sequence Pre-training—0
Dutch Humor Detection by Generating Negative Examples—0
Breast Ultrasound Report Generation using LangChain—0
A Platform for Generating Educational Activities to Teach English as a Second Language—0
A Dynamic Strategy Coach for Effective Negotiation—0
Breaking the Softmax Bottleneck via Learnable Monotonic Pointwise Non-linearities—0
DUBLIN -- Document Understanding By Language-Image Network—0
Dual use issues in the field of Natural Language Generation—0
Branch-Solve-Merge Improves Large Language Model Evaluation and Generation—0
API Agents vs. GUI Agents: Divergence and Convergence—0
Dynamic Traceback Learning for Medical Report Generation—0
Brainstorming Brings Power to Large Language Models of Knowledge Reasoning—0
Dual Latent Variable Model for Low-Resource Natural Language Generation in Dialogue Systems—0
BrainECHO: Semantic Brain Signal Decoding through Vector-Quantized Spectrogram Reconstruction for Whisper-Enhanced Text Generation—0
A Perspective on Literary Metaphor in the Context of Generative AI—0
DTLLM-VLT: Diverse Text Generation for Visual Language Tracking Based on LLM—0
DSVD: Dynamic Self-Verify Decoding for Faithful Generation in Large Language Models—0
DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines—0
DSim, a Danish Parallel Corpus for Text Simplification—0
DSGPT: Domain-Specific Generative Pre-Training of Transformers for Text Generation in E-commerce Title and Review Summarization—0
Beyond Sparse Rewards: Enhancing Reinforcement Learning with Language Model Critique in Text Generation—0
BRAIn: Bayesian Reward-conditioned Amortized Inference for natural language generation from feedback—0
A Personal Storytelling about Your Favorite Data—0
A Corpus of Gesture-Annotated Dialogues for Monologue-to-Dialogue Generation from Personal Narratives—0
A corpus for Automatic Article Analysis—0
A bird's eye view on coherence, and a worm's eye view on cohesion—0
MedUnifier: Unifying Vision-and-Language Pre-training on Medical Data with Vision Generation Task using Discrete Visual Representations—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