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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 4951–5000 of 5335 papers

TitleStatusHype
Insertion Language Models: Sequence Generation with Arbitrary-Position Insertions—0
Insights into Classifying and Mitigating LLMs' Hallucinations—0
InstructProtein: Aligning Human and Protein Language via Knowledge Instruction—0
Instruct-SCTG: Guiding Sequential Controlled Text Generation through Instructions—0
Integrated sentence generation using charts—0
Integrating AI Planning with Natural Language Processing: A Combination of Explicit and Tacit Knowledge—0
KL-geodesics flow matching with a novel sampling scheme—0
Integrating Large Language Models with Graphical Session-Based Recommendation—0
Integrating Large Language Models with Graph-based Reasoning for Conversational Question Answering—0
Integrating Planning into Single-Turn Long-Form Text Generation—0
IntenT5: Search Result Diversification using Causal Language Models—0
Interactive Dialogue Agents via Reinforcement Learning on Hindsight Regenerations—0
Interactive health insight miner: an adaptive, semantic-based approach—0
Interactive Natural Language Query Construction for Report Generation—0
Interactive Text Generation—0
Interpretable AMR-Based Question Decomposition for Multi-hop Question Answering—0
Interpretable NLG for Task-oriented Dialogue Systems with Heterogeneous Rendering Machines—0
Interpreting Context Look-ups in Transformers: Investigating Attention-MLP Interactions—0
Intersectional Bias in Causal Language Models—0
Intertwining CP and NLP: The Generation of Unreasonably Constrained Sentences—0
Intrinsic Self-correction for Enhanced Morality: An Analysis of Internal Mechanisms and the Superficial Hypothesis—0
Intrinsic Task-based Evaluation for Referring Expression Generation—0
Introducing Syllable Tokenization for Low-resource Languages: A Case Study with Swahili—0
Investigating Energy Efficiency and Performance Trade-offs in LLM Inference Across Tasks and DVFS Settings—0
Investigating Factuality in Long-Form Text Generation: The Roles of Self-Known and Self-Unknown—0
Investigating Fluidity for Human-Robot Interaction with Real-time, Real-world Grounding Strategies—0
Investigating Label Bias in Beam Search for Open-ended Text Generation—0
Investigating the content and form of referring expressions in Mandarin: introducing the Mtuna corpus—0
Investigating the Effect of Relative Positional Embeddings on AMR-to-Text Generation with Structural Adapters—0
Investigating the Role of Prompting and External Tools in Hallucination Rates of Large Language Models—0
iRAG: Advancing RAG for Videos with an Incremental Approach—0
Is Bad Structure Better Than No Structure?: Unsupervised Parsing for Realisation Ranking—0
Is Behavior Cloning All You Need? Understanding Horizon in Imitation Learning—0
Is Contrasting All You Need? Contrastive Learning for the Detection and Attribution of AI-generated Text—0
Is my Meeting Summary Good? Estimating Quality with a Multi-LLM Evaluator—0
AfriWOZ: Corpus for Exploiting Cross-Lingual Transferability for Generation of Dialogues in Low-Resource, African Languages—0
Iterative Adversarial Attack on Image-guided Story Ending Generation—0
It’s Commonsense, isn’t it? Demystifying Human Evaluations in Commonsense-Enhanced NLG Systems—0
``I've Seen Things You People Wouldn't Believe'': Hallucinating Entities in GuessWhat?!—0
JaCoText: A Pretrained Model for Java Code-Text Generation—0
Jailbreaking LLM-Controlled Robots—0
Japanese Advertising Slogan Generator using Case Frame and Word Vector—0
Japanese Word Reordering Executed Concurrently with Dependency Parsing and Its Evaluation—0
Jina Embeddings: A Novel Set of High-Performance Sentence Embedding Models—0
Joint Action Language Modelling for Transparent Policy Execution—0
Joint Copying and Restricted Generation for Paraphrase—0
Joint Learning of a Dual SMT System for Paraphrase Generation—0
Joint Level Generation and Translation Using Gameplay Videos—0
Jointly Harnessing Prior Structures and Temporal Consistency for Sign Language Video Generation—0
Jointly Improving Language Understanding and Generation with Quality-Weighted Weak Supervision of Automatic Labeling—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