Several works explored the use of discrete-logarithm-based zero-knowledge proof systems in order to prove the validity of Ring LWE ciphertexts and/or FHE ciphertexts. A technique suggested by del Pino {\it et al.} (PKC'19) notably enables proofs of KB for the task of proving the validity of NewHope ciphertext using a variant of BulletProofs. A recent work of Libert (PKC'24) described a pairing-based adaptation of del Pino {\it et al.}'s approach with proofs of or group elements. While space-efficient, the latter solution is rather expensive in terms of proving time. In this work, we provide new NIZK arguments for the Ring-LWE-based public-key scheme proposed by Joye (CT-RSA'24), which is used in a variant of TFHE. The new schemes feature slightly longer proofs than in earlier pairing-based constructions with short proofs, but the prover is much faster. The number of exponentiations is reduced by a factor and the common reference string is compressed by a factor (and reduced to MB for practically relevant parameters). We provide implementation results that confirm these estimations.