cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/zmp-22x-x23
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f67-n58-bps
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zjn-80t-dyp
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1kz-wrc-7ny
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/y7n-1mn-715
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5qe-75z-agx
title: †Orthoidea Woodward, 1852

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sg5-82c-vwz
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/c8q-pj9-3re
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zs9-dxn-19y
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3c8-hrv-sk5
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tnf-w90-ydb
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/02a-krw-ql3
title: †Dicoelosia King, 1850

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/21y-clb-1s2
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/stf-s0a-jzj
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/b5j-rpz-h0a
title: Promopalaeaster Schuchert, 1914

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/cnc-yyb-gx7
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hm2-p6c-qdp
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w39-tmd-h12
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/frt-s57-etf
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qdw-tw7-5ct
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xrx-2h7-s0y
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/b29-c9w-amp
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kyp-d0x-kyn
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/myr-mar-ctl
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jpj-78b-sdm
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1wg-zql-d7l
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ps9-vn8-py9
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/94r-q9d-gt2
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jem-4bk-rrc
title: †Ctenonotellidae Schmidt, 1941

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qj9-h3d-s04
title: †Kiesowia (Pseudotallinnella) Sarv, 1959

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/r6k-2j1-684
title: Ostracoda Latreille, 1802

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/71x-ykj-bma
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hze-j41-mtv
title: †Ardennea Schallreuter, 1979

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fae-ctp-24z
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rmp-v38-mxw
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/27s-fw5-txh
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/p3g-gvr-7nk
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/50e-jtl-yg5
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rnq-3zs-kpn
title: †Atrypa Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/63s-wra-r3p
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dt4-dkk-40d
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7am-bda-z4x
title: Oichnus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9gq-znv-qms
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pey-x8d-3yx
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/she-pc3-4m5
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4sn-qjw-7qc
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/74z-p8p-x57
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nx0-snd-xph
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/erp-evg-8vr
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wgv-87z-p2g
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8l5-dhl-7lh
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wq0-ffa-l3x
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/blv-nn0-y1e
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/l0d-r1r-gp9
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8xh-hcz-yc4
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mmt-kzs-byn
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mxw-dnp-eqz
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nbq-4ay-gdv
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pwj-jng-rmj
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/j4g-bhk-1mj
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8c2-7hn-8bx
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xe3-h47-y3n
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0t7-emt-zsp
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1cd-653-3jd
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/cdh-l2f-434
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gd5-xc4-ks3
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/z1l-3g9-z5l
title: †Circulina Neckaja, 1966

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w09-el8-92e
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wtd-te7-59g
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/czc-p9g-h9v
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/klt-gqx-p9a
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bg0-5q4-r9a
title: Bioerosional trace fossils

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/h4z-kw3-03n
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/m9q-nb3-5j5
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rjm-747-z9j
title: †Ctenonotellidae Schmidt, 1941

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qfq-sy5-59m
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xk5-se2-nks
title: †Dicoelosia King, 1850

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fa2-2hp-z6t
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xph-9s0-4r0
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2h4-7x0-0v0
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/q29-jr4-d1s
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f3z-z14-s1k
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jaw-cva-ezz
title: †Ungula ingrica (Eichwald, 1829)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/btm-fkb-bpk
title: †Obolidae King, 1846

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xr0-n0v-v5p
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/06f-fmx-w81
title: Amyema Tiegh.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3e3-ym9-84h
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/g8l-gsq-pla
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/r5q-fcr-jg7
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hed-l28-vr8
title: Pseudobasilicus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jg8-gsw-mc5
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.5csttg
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinella achavali (Maneyro, Arrieta & de Sá, 2004)"
 ]
}

 The dataset includes 35 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010927-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/fpp-bh6-gdg
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8tv-tm1-pa0
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dxs-5nc-n95
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sqe-zfd-xk3
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wdl-1t3-kqs
title: Lingulidae Menke, 1828

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4zv-1k3-3e8
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hmf-gbw-d2g
title: Neoasaphus

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2s8-5b1-ezw
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/37n-7yx-mkj
title: †Plectambonitoidea Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w4h-4w7-v9g
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/k4y-vd4-6p3
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dap-dkw-pca
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lx1-7pq-gd6
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7cn-cq1-x0v
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/l4h-xdt-zk1
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4vm-vf9-54v
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/q51-g2h-e6y
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/yrd-lkw-btl
title: Arthropoda

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fhg-v39-3ql
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hb3-g47-tsp
title: Dartmuthia gemmifera

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4h3-ypr-ylc
title: †Glassia Davidson, 1881

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lyw-4g2-6b5
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3ke-frh-wtd
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nyz-146-c9s
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2pr-2d5-xtn
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/p1e-enq-gje
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8pq-k2r-ae0
title: Bioerosional trace fossils

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fz3-jxn-v2c
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/47h-sdz-bbt
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fg4-ayg-pbx
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ft2-0yf-9bp
title: †Ungula ingrica (Eichwald, 1829)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xyt-jdj-f00
title: †Orthoidea Woodward, 1852

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/s8s-93d-1ef
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0j5-0bv-hp2
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kyg-qnk-7m0
title: Lingulata Gorjansky & Popov, 1985

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/chw-qgg-q9m
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dk2-3wv-c5s
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/exg-yeq-vf2
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/a6e-q4w-350
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xh3-4bk-3wm
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ylr-7gv-zt3
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7nb-m11-12g
title: †Piretella Oepik, 1937

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zwp-my0-krb
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/s43-0sd-7yf
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zmw-mw4-q9c
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kff-bvx-rlb
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/m4j-0fv-fn1
title: Mouriri Aubl.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nqe-vds-mfb
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ryt-jt6-dcr
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.28710860
title: replication_package.zip

description: Our research hypothesizes that a systematic and automated source test case generation framework can significantly enhance the detection of fairness faults in large language models (LLMs), especially intersectional biases. To test this, we developed GenFair and compared it against template-based and grammar-based (ASTRAEA) methods. We generated test cases using 15 manually designed templates, applied structured transformations, and evaluated the outputs of GPT-4.0 and LLaMA-3.0 under metamorphic relations (MRs). Fairness violations were identified when the tone or content changed unjustifiably between source and follow-up responses. GenFair demonstrated superior fault detection rates (FDR), higher syntactic and semantic diversity, and better coherence scores compared to the baselines. These results indicate that GenFair is more effective at uncovering subtle and intersectional biases, making it a robust tool for fairness testing in real-world LLM applications.
DOI: 10.3535/rl0-l7k-pp7
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w5z-1yf-6c9
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1hw-drm-hl5
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/p1q-7p2-j4m
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.