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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
DOCCI: Descriptions of Connected and Contrasting Images—0
Countering Reward Over-optimization in LLM with Demonstration-Guided Reinforcement LearningCode0
Safe Training with Sensitive In-domain Data: Leveraging Data Fragmentation To Mitigate Linkage Attacks—0
A Framework for Real-time Safeguarding the Text Generation of Large Language Model—0
MRScore: Evaluating Radiology Report Generation with LLM-based Reward System—0
Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering—0
CEval: A Benchmark for Evaluating Counterfactual Text GenerationCode0
When to Trust LLMs: Aligning Confidence with Response QualityCode0
Quantifying Memorization and Detecting Training Data of Pre-trained Language Models using Japanese Newspaper—0
Evaluating Consistency and Reasoning Capabilities of Large Language Models—0
Effective Unsupervised Constrained Text Generation based on Perturbed Masking—0
BERT vs GPT for financial engineering—0
Online Personalizing White-box LLMs Generation with Neural Bandits—0
Identifying Fairness Issues in Automatically Generated Testing Content—0
Navigating the Path of Writing: Outline-guided Text Generation with Large Language Models—0
LLM-Personalize: Aligning LLM Planners with Human Preferences via Reinforced Self-Training for Housekeeping Robots—0
Context-Enhanced Language Models for Generating Multi-Paper Citations—0
Towards smaller, faster decoder-only transformers: Architectural variants and their implicationsCode0
Parameter Efficient Fine Tuning: A Comprehensive Analysis Across Applications—0
Parameter Efficient Diverse Paraphrase Generation Using Sequence-Level Knowledge Distillation—0
From r to Q^*: Your Language Model is Secretly a Q-Function—0
iRAG: Advancing RAG for Videos with an Incremental Approach—0
Can We Catch the Elephant? A Survey of the Evolvement of Hallucination Evaluation on Natural Language Generation—0
A Survey on Retrieval-Augmented Text Generation for Large Language Models—0
Related Work and Citation Text Generation: A Survey—0
Prompt-Guided Generation of Structured Chest X-Ray Report Using a Pre-trained LLM—0
White Men Lead, Black Women Help? Benchmarking and Mitigating Language Agency Social Biases in LLMs—0
Generative Text Steganography with Large Language Model—0
KG-CTG: Citation Generation through Knowledge Graph-guided Large Language Models—0
Unveiling LLM Evaluation Focused on Metrics: Challenges and Solutions—0
WikiSplit++: Easy Data Refinement for Split and RephraseCode0
PMB5: Gaining More Insight into Neural Semantic Parsing with Challenging Benchmarks—0
Language Generation in the Limit—0
GraSAME: Injecting Token-Level Structural Information to Pretrained Language Models via Graph-guided Self-Attention Mechanism—0
Control-DAG: Constrained Decoding for Non-Autoregressive Directed Acyclic T5 using Weighted Finite State AutomataCode0
Continuous Language Model Interpolation for Dynamic and Controllable Text GenerationCode0
Less is More for Improving Automatic Evaluation of Factual Consistency—0
Plug and Play with Prompts: A Prompt Tuning Approach for Controlling Text Generation—0
Know When To Stop: A Study of Semantic Drift in Text Generation—0
Language-Independent Representations Improve Zero-Shot Summarization—0
Adapting LLMs for Efficient Context Processing through Soft Prompt Compression—0
Contextual Chart Generation for Cyber Deception—0
Large Language Model (LLM) AI text generation detection based on transformer deep learning algorithm—0
Benchmarking and Improving Compositional Generalization of Multi-aspect Controllable Text GenerationCode0
ROPO: Robust Preference Optimization for Large Language Models—0
Generative AI-Based Text Generation Methods Using Pre-Trained GPT-2 Model—0
Topic-Based Watermarks for Large Language Models—0
Stereotype Detection in LLMs: A Multiclass, Explainable, and Benchmark-Driven Approach—0
On Stronger Computational Separations Between Multimodal and Unimodal Machine Learning—0
Finding Replicable Human Evaluations via Stable Ranking Probability—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