SOTAVerified

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

Showing 851900 of 5335 papers

TitleStatusHype
The Unreasonable Ineffectiveness of Nucleus Sampling on Mitigating Text MemorizationCode0
CBF-LLM: Safe Control for LLM AlignmentCode1
Generative Verifiers: Reward Modeling as Next-Token Prediction0
Predictability and Causality in Spanish and English Natural Language Generation0
MODOC: A Modular Interface for Flexible Interlinking of Text Retrieval and Text Generation FunctionsCode0
Biomedical Large Languages Models Seem not to be Superior to Generalist Models on Unseen Medical Data0
DHP Benchmark: Are LLMs Good NLG Evaluators?0
Balancing Diversity and Risk in LLM Sampling: How to Select Your Method and Parameter for Open-Ended Text GenerationCode1
BackdoorLLM: A Comprehensive Benchmark for Backdoor Attacks and Defenses on Large Language ModelsCode3
Urban Mobility Assessment Using LLMs0
Controllable Text Generation for Large Language Models: A SurveyCode3
Preference-Guided Reflective Sampling for Aligning Language ModelsCode0
MDD-5k: A New Diagnostic Conversation Dataset for Mental Disorders Synthesized via Neuro-Symbolic LLM AgentsCode1
GenderCARE: A Comprehensive Framework for Assessing and Reducing Gender Bias in Large Language ModelsCode1
Probabilistic Medical Predictions of Large Language Models0
Xinyu: An Efficient LLM-based System for Commentary Generation0
Clinical Context-aware Radiology Report Generation from Medical Images using Transformers0
UniFashion: A Unified Vision-Language Model for Multimodal Fashion Retrieval and GenerationCode1
WeQA: A Benchmark for Retrieval Augmented Generation in Wind Energy Domain0
Clinical Insights: A Comprehensive Review of Language Models in Medicine0
Analysis of Plan-based Retrieval for Grounded Text Generation0
DELIA: Diversity-Enhanced Learning for Instruction Adaptation in Large Language Models0
Goldfish: Monolingual Language Models for 350 LanguagesCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
Rhyme-aware Chinese lyric generator based on GPT0
SMILE: Zero-Shot Sparse Mixture of Low-Rank Experts Construction From Pre-Trained Foundation ModelsCode3
R2GenCSR: Retrieving Context Samples for Large Language Model based X-ray Medical Report Generation0
Unraveling Text Generation in LLMs: A Stochastic Differential Equation Approach0
Automatic Metrics in Natural Language Generation: A Survey of Current Evaluation PracticesCode0
ECG-Chat: A Large ECG-Language Model for Cardiac Disease DiagnosisCode2
An End-to-End Model for Photo-Sharing Multi-modal Dialogue GenerationCode0
PEDAL: Enhancing Greedy Decoding with Large Language Models using Diverse Exemplars0
EmoDynamiX: Emotional Support Dialogue Strategy Prediction by Modelling MiXed Emotions and Discourse DynamicsCode1
JPEG-LM: LLMs as Image Generators with Canonical Codec Representations0
Coupling without Communication and Drafter-Invariant Speculative DecodingCode0
CodeMirage: Hallucinations in Code Generated by Large Language Models0
Transformers and Large Language Models for Efficient Intrusion Detection Systems: A Comprehensive Survey0
Exploring Retrieval Augmented Generation in ArabicCode0
Parallel Speculative Decoding with Adaptive Draft LengthCode2
Towards Robust and Parameter-Efficient Knowledge Unlearning for LLMsCode1
Creating Arabic LLM Prompts at Scale0
AdTEC: A Unified Benchmark for Evaluating Text Quality in Search Engine AdvertisingCode0
Global-to-Local Support Spectrums for Language Model Explainability0
Speculative Diffusion Decoding: Accelerating Language Generation through Diffusion0
Get Confused Cautiously: Textual Sequence Memorization Erasure with Selective Entropy Maximization0
An Evaluation of Standard Statistical Models and LLMs on Time Series ForecastingCode0
Multi-Turn Context Jailbreak Attack on Large Language Models From First Principles0
mbrs: A Library for Minimum Bayes Risk DecodingCode2
Diffusion Guided Language ModelingCode1
BA-LoRA: Bias-Alleviating Low-Rank Adaptation to Mitigate Catastrophic Inheritance in Large Language ModelsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74Unverified
2FactT5BBLEU48.37Unverified
3JointGT BaselineBLEU47.51Unverified
4FactJointGTBLEU47.39Unverified
5Control Prefixes (T5-large)METEOR0.41Unverified
6T5METEOR0.12Unverified
7BARTMETEOR0.11Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95Unverified
2partGANBLEU-20.91Unverified
3RankGANBLEU-20.85Unverified
4RelGAN (100)BLEU-20.85Unverified
5SeqGANBLEU-20.83Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96Unverified
2PPOGANBLEU-20.91Unverified
3RelGANBLEU-20.88Unverified
4SeqGANBLEU-20.86Unverified
5RankGANBLEU-20.78Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65Unverified
2CRFRDistinct-30.52Unverified
3KGSFDistinct-30.43Unverified
4C2CRSDistinct-30.33Unverified
5KBRDDistinct-30.3Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92Unverified
2BART (TextBox 2.0)CIDEr12.98Unverified
3BARTMETEOR0.3Unverified
4T5METEOR0.29Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (sample)BLEU-134.4Unverified
2Beam search + A*esque (beam)BLEU-134.4Unverified
3Beam search + A*esque (greedy)BLEU-134.3Unverified
4Beam searchBLEU-133.7Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81Unverified
2SeqGANBLEU-20.74Unverified
3LeakGANBLEU-20.46Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17Unverified
2TGenMETEOR0.15Unverified
3TGen+METEOR0.15Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12Unverified
2GPT2-81M-LOOPeval_loss3.11Unverified
3GPT2-Hermiteeval_loss2.91Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1Unverified
2SA-VAENLL327.5Unverified
3Aggressive VAENLL326.7Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19Unverified