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

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Showing 1251–1300 of 5335 papers

TitleStatusHype
Less is More for Improving Automatic Evaluation of Factual Consistency—0
Rethinking How to Evaluate Language Model JailbreakCode1
Know When To Stop: A Study of Semantic Drift in Text Generation—0
Language-Independent Representations Improve Zero-Shot Summarization—0
Plug and Play with Prompts: A Prompt Tuning Approach for Controlling Text Generation—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
Uncertainty in Language Models: Assessment through Rank-CalibrationCode1
Prompting for Numerical Sequences: A Case Study on Market Comment GenerationCode2
On the Multilingual Ability of Decoder-based Pre-trained Language Models: Finding and Controlling Language-Specific NeuronsCode1
On Stronger Computational Separations Between Multimodal and Unimodal Machine Learning—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
Set-Aligning Framework for Auto-Regressive Event Temporal Graph GenerationCode0
Developing Safe and Responsible Large Language Model : Can We Balance Bias Reduction and Language Understanding in Large Language Models?Code0
Finding Replicable Human Evaluations via Stable Ranking Probability—0
Learning by Correction: Efficient Tuning Task for Zero-Shot Generative Vision-Language ReasoningCode0
LLM Attributor: Interactive Visual Attribution for LLM GenerationCode2
Exploring and Evaluating Hallucinations in LLM-Powered Code Generation—0
From Pixels to Graphs: Open-Vocabulary Scene Graph Generation with Vision-Language ModelsCode2
Evaluating Text-to-Visual Generation with Image-to-Text GenerationCode3
Humane Speech Synthesis through Zero-Shot Emotion and Disfluency GenerationCode0
On the True Distribution Approximation of Minimum Bayes-Risk DecodingCode0
Entertainment chatbot for the digital inclusion of elderly people without abstraction capabilities—0
LUQ: Long-text Uncertainty Quantification for LLMsCode1
The Impact of Prompts on Zero-Shot Detection of AI-Generated TextCode0
OmniParser: A Unified Framework for Text Spotting, Key Information Extraction and Table Recognition—0
Make Large Language Model a Better Ranker—0
Img2Loc: Revisiting Image Geolocalization using Multi-modality Foundation Models and Image-based Retrieval-Augmented GenerationCode1
Improving Attributed Text Generation of Large Language Models via Preference Learning—0
Content-Based Collaborative Generation for Recommender SystemsCode1
Scaling Laws For Dense RetrievalCode0
IDGenRec: LLM-RecSys Alignment with Textual ID LearningCode2
LITA: Language Instructed Temporal-Localization AssistantCode2
Introducing Syllable Tokenization for Low-resource Languages: A Case Study with Swahili—0
Automated Report Generation for Lung Cytological Images Using a CNN Vision Classifier and Multiple-Transformer Text Decoders: Preliminary Study—0
DORE: A Dataset For Portuguese Definition Generation—0
MapGuide: A Simple yet Effective Method to Reconstruct Continuous Language from Brain Activities—0
SciNews: From Scholarly Complexities to Public Narratives -- A Dataset for Scientific News Report Generation—0
ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot FillerCode1
The Solution for the ICCV 2023 1st Scientific Figure Captioning Challenge—0
Language Models for Text Classification: Is In-Context Learning Enough?—0
UrbanVLP: Multi-Granularity Vision-Language Pretraining for Urban Socioeconomic Indicator PredictionCode1
Outcome-Constrained Large Language Models for Countering Hate Speech—0
Language Rectified Flow: Advancing Diffusion Language Generation with Probabilistic Flows—0
Attribute First, then Generate: Locally-attributable Grounded Text GenerationCode1
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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