Update supported_metrics.md

Author: ftshijt

docs/supported_metrics.md

@@ -51,6 +51,8 @@ We include x mark if the metric is auto-installed in versa.
 | 44 | x | Qwen2 Recording Environment - Quality | qwen2_recording_quality_metric | qwen2_recording_quality_metric | [Qwen2 Audio](https://github.com/QwenLM/Qwen2-Audio) | [paper](https://arxiv.org/abs/2407.10759) |
 | 45 | x | Qwen2 Recording Environment - Channel Type | qwen2_channel_type_metric | qwen2_channel_type_metric | [Qwen2 Audio](https://github.com/QwenLM/Qwen2-Audio) | [paper](https://arxiv.org/abs/2407.10759) |
 | 46 | x | Dimensional Emotion | w2v2_dimensional_emotion | w2v2_dimensional_emotion | [w2v2-how-to](https://github.com/audeering/w2v2-how-to) | [paper](https://arxiv.org/pdf/2203.07378) |
+| 47 | x | Uni-VERSA (Versatile Speech Assessment with a Unified Framework) | universa | universa_{sub_metrics} | [Uni-VERSA](https://huggingface.co/collections/espnet/universa-6834e7c0a28225bffb6e2526) | [paper](https://arxiv.org/abs/2505.20741) |
+
 
 
 ### Dependent Metrics
@@ -81,7 +83,8 @@ We include x mark if the metric is auto-installed in versa.
 | 23 |  | Composite Objective Speech Quality (composite) | pysepm | pysepm_Csig, pysepm_Cbak, pysepm_Covl | [pysepm](https://github.com/shimhz/pysepm.git) | [Paper](https://ecs.utdallas.edu/loizou/speech/obj_paper_jan08.pdf)|
 | 24 |  | Coherence and speech intelligibility index (CSII) | pysepm | pysepm_csii_high, pysepm_csii_mid, pysepm_csii_low | [pysepm](https://github.com/shimhz/pysepm.git) | [Paper](https://www.researchgate.net/profile/James-Kates-2/publication/7842209_Coherence_and_the_speech_intelligibility_index/links/546f5dab0cf2d67fc0310f88/Coherence-and-the-speech-intelligibility-index.pdf)|
 | 25 |  | Normalized-covariance measure (NCM) | pysepm | pysepm_ncm | [pysepm](https://github.com/shimhz/pysepm.git) | [Paper](https://pmc.ncbi.nlm.nih.gov/articles/PMC3037773/pdf/JASMAN-000128-003715_1.pdf)|
-
+| 26 | x | Uni-VERSA (Versatile Speech Assessment with a Unified Framework) with Paired Reference | universa | universa_{sub_metrics} | [Uni-VERSA](https://huggingface.co/collections/espnet/universa-6834e7c0a28225bffb6e2526) | [paper](https://arxiv.org/abs/2505.20741) |
+| 27 | x | Chroma-related Alignment | chroma_alignment | chroma_{stft,cqt,cens}_{cosine, euclidean}_dtw{"", _log, _raw} | - | - |
 
 ### Non-match Metrics
 
@@ -98,7 +101,8 @@ We include x mark if the metric is auto-installed in versa.
 | 9 |   | Contrastive Language-Audio Pretraining Score (CLAP Score) | clap_score | clap_score | [fadtk](https://github.com/gudgud96/frechet-audio-distance) | [paper](https://arxiv.org/abs/2301.12661) |
 | 10 |   | Accompaniment Prompt Adherence (APA) | apa | apa | [Sony-audio-metrics](https://github.com/SonyCSLParis/audio-metrics) | [paper](https://arxiv.org/abs/2404.00775) |
 | 11 |  | Log Likelihood Ratio (LLR) | pysepm | pysepm_llr | [pysepm](https://github.com/shimhz/pysepm.git) | [Paper](https://ecs.utdallas.edu/loizou/speech/obj_paper_jan08.pdf)|
-
+| 12 | x | Uni-VERSA (Versatile Speech Assessment with a Unified Framework) with Paired Text | universa | universa_{sub_metrics} | [Uni-VERSA](https://huggingface.co/collections/espnet/universa-6834e7c0a28225bffb6e2526) | [paper](https://arxiv.org/abs/2505.20741) |
+| 13 |  | Singer Embedding Similarity  | singer | singer_similarity | [SSL-Singer-Identity](https://github.com/SonyCSLParis/ssl-singer-identity) | [paper](https://hal.science/hal-04186048v1) |
 
 ### Distributional Metrics (in verifying)