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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1651–1700 of 5335 papers

TitleStatusHype
Generative AI for Hate Speech Detection: Evaluation and Findings—0
AMRFact: Enhancing Summarization Factuality Evaluation with AMR-Driven Negative Samples GenerationCode0
Language and Task Arithmetic with Parameter-Efficient Layers for Zero-Shot Summarization—0
LLMRefine: Pinpointing and Refining Large Language Models via Fine-Grained Actionable Feedback—0
Subtle Misogyny Detection and Mitigation: An Expert-Annotated Dataset—0
MAP's not dead yet: Uncovering true language model modes by conditioning away degeneracy—0
HeLM: Highlighted Evidence augmented Language Model for Enhanced Table-to-Text Generation—0
Ever: Mitigating Hallucination in Large Language Models through Real-Time Verification and RectificationCode0
X-Eval: Generalizable Multi-aspect Text Evaluation via Augmented Instruction Tuning with Auxiliary Evaluation Aspects—0
Towards Verifiable Text Generation with Symbolic References—0
Contrastive Transformer Learning with Proximity Data Generation for Text-Based Person SearchCode0
Token Prediction as Implicit Classification to Identify LLM-Generated TextCode1
How You Prompt Matters! Even Task-Oriented Constraints in Instructions Affect LLM-Generated Text DetectionCode0
AI-generated text boundary detection with RoFTCode1
UT5: Pretraining Non autoregressive T5 with unrolled denoising—0
Insights into Classifying and Mitigating LLMs' Hallucinations—0
RECALL: A Benchmark for LLMs Robustness against External Counterfactual Knowledge—0
REST: Retrieval-Based Speculative DecodingCode2
Semantically Grounded QFormer for Efficient Vision Language Understanding—0
Controlled Text Generation for Black-box Language Models via Score-based Progressive EditorCode0
LM-Polygraph: Uncertainty Estimation for Language Models—0
Learning Globally Optimized Language Structure via Adversarial Training—0
Testing LLMs on Code Generation with Varying Levels of Prompt Specificity—0
Tamil-Llama: A New Tamil Language Model Based on Llama 2Code2
All Should Be Equal in the Eyes of Language Models: Counterfactually Aware Fair Text GenerationCode0
The Iron(ic) Melting Pot: Reviewing Human Evaluation in Humour, Irony and Sarcasm Generation—0
Zero-Shot Goal-Directed Dialogue via RL on Imagined Conversations—0
Model-Based Minimum Bayes Risk Decoding for Text GenerationCode0
TencentLLMEval: A Hierarchical Evaluation of Real-World Capabilities for Human-Aligned LLMsCode1
SEMQA: Semi-Extractive Multi-Source Question AnsweringCode1
Leveraging Speculative Sampling and KV-Cache Optimizations Together for Generative AI using OpenVINOCode4
Prompt Sketching for Large Language Models—0
Input Reconstruction Attack against Vertical Federated Large Language Models—0
Which is better? Exploring Prompting Strategy For LLM-based MetricsCode1
Multitask Multimodal Prompted Training for Interactive Embodied Task Completion—0
Adapting Pre-trained Generative Models for Extractive Question Answering—0
AnyText: Multilingual Visual Text Generation And EditingCode4
CoVLM: Composing Visual Entities and Relationships in Large Language Models Via Communicative Decoding—0
Successor Features for Efficient Multisubject Controlled Text Generation—0
Grounded Intuition of GPT-Vision's Abilities with Scientific ImagesCode0
The Impact of Preference Agreement in Reinforcement Learning from Human Feedback: A Case Study in Summarization—0
Divergent Token Metrics: Measuring degradation to prune away LLM components -- and optimize quantization—0
Form follows Function: Text-to-Text Conditional Graph Generation based on Functional Requirements—0
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language ModelsCode1
Are Large Language Models Reliable Judges? A Study on the Factuality Evaluation Capabilities of LLMs—0
Probing Explicit and Implicit Gender Bias through LLM Conditional Text Generation—0
HWD: A Novel Evaluation Score for Styled Handwritten Text GenerationCode1
Exploring the Reliability of Large Language Models as Customized Evaluators for Diverse NLP TasksCode0
The Eval4NLP 2023 Shared Task on Prompting Large Language Models as Explainable MetricsCode1
BioInstruct: Instruction Tuning of Large Language Models for Biomedical Natural Language Processing—0
Show:102550
← PrevPage 34 of 107Next →
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