Latent constraints on unsupervised text-graph alignment with information asymmetry

J Tian, W Chen, Y Li, C Fan, H He, Y Jin - Proceedings of the AAAI …, 2023 - ojs.aaai.org
Unsupervised text-graph alignment (UTGA) is a fundamental task that bidirectionally
generates texts and graphs without parallel data. Most available models of UTGA suffer from …

MTR: A dataset fusing inductive, deductive, and defeasible reasoning

Y Li, J Tian, C Fan, W Chen, H He… - Findings of the …, 2023 - aclanthology.org
A long-standing difficulty in AI is the introduction of human-like reasoning in machine
reading comprehension. Since algorithmic models can already perform as well as humans …

[PDF][PDF] Rethinking reasoning evaluation with theories of intelligence

D Heineman - 2023 - davidheineman.com
Due to their linguistic and analytical performance, LLMs have attracted attention outside the
NLP community and in recent months many real-world uses of language models have been …

Investigating Transformer-Guided Chaining for Interpretable Natural Logic Reasoning

K Rajaraman, S Rajamanickam… - Findings of the …, 2023 - aclanthology.org
Natural logic reasoning has received increasing attention lately, with several datasets and
neural models proposed, though with limited success. More recently, a new class of works …