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 3801–3850 of 5335 papers

TitleStatusHype
Boosting Code-Switching ASR with Mixture of Experts Enhanced Speech-Conditioned LLM—0
Boosting coherence of language models—0
Boosting Event Extraction with Denoised Structure-to-Text Augmentation—0
Boosting Natural Language Generation from Instructions with Meta-Learning—0
Boosting Naturalness of Language in Task-oriented Dialogues via Adversarial Training—0
Boosting Radiology Report Generation by Infusing Comparison Prior—0
Boosting Text Classification Performance on Sexist Tweets by Text Augmentation and Text Generation Using a Combination of Knowledge Graphs—0
Bootstrapping incremental dialogue systems: using linguistic knowledge to learn from minimal data—0
Bootstrapping incremental dialogue systems from minimal data: the generalisation power of dialogue grammars—0
Bootstrapping NLP tools across low-resourced African languages: an overview and prospects—0
Boundary Seeking GANs—0
BRAIn: Bayesian Reward-conditioned Amortized Inference for natural language generation from feedback—0
BrainECHO: Semantic Brain Signal Decoding through Vector-Quantized Spectrogram Reconstruction for Whisper-Enhanced Text Generation—0
Brainstorming Brings Power to Large Language Models of Knowledge Reasoning—0
Branch-Solve-Merge Improves Large Language Model Evaluation and Generation—0
Breaking the Softmax Bottleneck via Learnable Monotonic Pointwise Non-linearities—0
Breast Ultrasound Report Generation using LangChain—0
Bridging Brain Signals and Language: A Deep Learning Approach to EEG-to-Text Decoding—0
Bridging Music and Text with Crowdsourced Music Comments: A Sequence-to-Sequence Framework for Thematic Music Comments Generation—0
Bridging Subword Gaps in Pretrain-Finetune Paradigm for Natural Language Generation—0
FineEdit: Unlock Instruction-Based Text Editing for LLMs—0
Bridging the Gap: A Survey on Integrating (Human) Feedback for Natural Language Generation—0
Bridging the Gap Between Training and Inference of Bayesian Controllable Language Models—0
Bridging the Structural Gap Between Encoding and Decoding for Data-To-Text Generation—0
Bringing Roguelikes to Visually-Impaired Players by Using NLP—0
Building a Corpus for Personality-dependent Natural Language Understanding and Generation—0
Building Adaptive Acceptability Classifiers for Neural NLG—0
Building a German/Simple German Parallel Corpus for Automatic Text Simplification—0
Building a System for Stock News Generation in Russian—0
Building A User-Centric and Content-Driven Socialbot—0
Building Hierarchically Disentangled Language Models for Text Generation with Named Entities—0
Building Joint Relationship Attention Network for Image-Text Generation—0
Building Production-Quality NLG Models with Minimal Labelled Data—0
Building RDF Content for Data-to-Text Generation—0
Building Task-Oriented Visual Dialog Systems Through Alternative Optimization Between Dialog Policy and Language Generation—0
Building the Directed Semantic Graph for Coherent Long Text Generation—0
BURT: BERT-inspired Universal Representation from Learning Meaningful Segment—0
Butterfly Effects of SGD Noise: Error Amplification in Behavior Cloning and Autoregression—0
BWArea Model: Learning World Model, Inverse Dynamics, and Policy for Controllable Language Generation—0
Bypassing DARCY Defense: Indistinguishable Universal Adversarial Triggers—0
CacheFocus: Dynamic Cache Re-Positioning for Efficient Retrieval-Augmented Generation—0
CaLcs: Continuously Approximating Longest Common Subsequence for Sequence Level Optimization—0
Calibrating Sequence likelihood Improves Conditional Language Generation—0
Call Centre Conversation Summarization: A Pilot Task at Multiling 2015—0
CaM-Gen: Causally-aware Guided Text Generation—0
CaM-Gen:Causally-aware Metric-guided Text Generation—0
CaM-Gen: Causally Aware Metric-Guided Text Generation—0
Can AI Read Between The Lines? Benchmarking LLMs On Financial Nuance—0
Can DeepSeek Reason Like a Surgeon? An Empirical Evaluation for Vision-Language Understanding in Robotic-Assisted Surgery—0
Can GPT Improve the State of Prior Authorization via Guideline Based Automated Question Answering?—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