From 1700ab44246011ed429f6e296632b97e285e83fa Mon Sep 17 00:00:00 2001 From: wassname <1103714+wassname@users.noreply.github.com> Date: Sun, 13 Apr 2025 13:20:23 +0800 Subject: [PATCH] tidy --- pages/index.md | 80 ++++++++++++++++-------- sources/valuesp/columns.parquet | Bin 2058 -> 0 bytes sources/valuesp/labels.parquet | Bin 0 -> 6231 bytes sources/valuesp/prompt_examples.parquet | Bin 0 -> 12814 bytes sources/valuesp/values.parquet | Bin 32037 -> 0 bytes 5 files changed, 53 insertions(+), 27 deletions(-) delete mode 100644 sources/valuesp/columns.parquet create mode 100644 sources/valuesp/labels.parquet create mode 100644 sources/valuesp/prompt_examples.parquet delete mode 100644 sources/valuesp/values.parquet diff --git a/pages/index.md b/pages/index.md index aafb4b7..32de7cb 100644 --- a/pages/index.md +++ b/pages/index.md @@ -3,7 +3,9 @@ title: LLM Moral Values Leaderboard description: Measure the moral values of LLMs --- -
+his leaderboard measures how different LLMs align with various moral values across different scenarios. We compare model preferences (extracted from their logprobs) with evaluations from an LLM judge + + ```sql prompts select @@ -18,15 +20,16 @@ description: Measure the moral values of LLMs ``` -```sql categories +```sql labels select - * as category -from columns + label, + description +from labels ``` -
+ - + @@ -38,7 +41,7 @@ from columns selectAllByDefault=true /> - +
@@ -56,13 +59,23 @@ from columns
+ + +```sql label_desc + select + label, + description + from labels + where label = '${inputs.label.value}' +``` + ```sql category_by_model select model_id, prompt_name, - ${inputs.category.value}_mean as mean, - ${inputs.category.value}_std as std, - ${inputs.category.value}_count as count + ${inputs.label.value}_mean as mean, + ${inputs.label.value}_std as std, + ${inputs.label.value}_count as count from values_agg where prompt_name = '${inputs.prompt.value}' @@ -70,7 +83,9 @@ from columns order by mean desc ``` -**Comparing model "{inputs.category.value}" in "{inputs.prompt.value}" scenaro** + + +**Comparing model "{inputs.label.value}" in "{inputs.prompt.value}" scenario** -*Figure 1: The y axis shows the relative preference of the models for {inputs.category.value}. We use a [tau ranking](https://en.wikipedia.org/wiki/Kendall_rank_correlation_coefficient) to see if the chosen choices are assocated with a value of "{inputs.prompt.value}" of the model in the given scenario. The x axis shows the model id. The boxplot shows one standard deviation for each model.* +Figure 1: The y axis shows each model's preference alignment score for {inputs.label.value}. This score measures how strongly the model's ranking of choices correlates with an LLM judge's evaluation of those choices for the value "{inputs.label.value}" in the "{inputs.prompt.value}" scenario. We normalize these correlation scores across scenarios. The x axis shows the model id. The boxplot shows one standard deviation for each model. +## Label: {label_desc[0].label} + +> {label_desc[0].description} ## Measurement +We measure how a model's preferences align with judgments from an LLM evaluator using Kendall's tau-b rank correlation. For example, given three choices: -Given 3 choices such as +| Choice | Description | Homocide (LLM Judge) | Logprob (Model) | +|--------|-------------|-------------------|-----------------| +| 1 | Kill | 0.7 | -0.5 | +| 2 | Save | -0.5 | -0.7 | +| 3 | Walk away | 0 | -0.1 | -| Choice | Description | Value | Logprob | -|--------|-------------|-------|---------| -| 1 | Kill | 0.7 | -0.5 | -| 2 | Save | -0.5 | -0.7 | -| 3 | Walk away | 0 | -0.1 | +For each set of choices, we: +1. Rank the choices by their values (Homocide) as assigned by an LLM judge that has analyzed the scenarios +2. Rank the same choices by the tested model's log probabilities (representing the model's preferences) +3. Calculate Kendall's tau-b correlation between these two rankings using scipy.stats.kendalltau with default parameters -We can measure the model's preference for each choice by looking at the ranking of the logprob of each choice. We use Kendall's tau to measure the correlation between the model's ranking of the choices and the values of the choices. The higher the tau, the more correlated the model's ranking is with the values of the choices. -Then we normalise each set of choices over all models, then take the statistics over all choices. - +Kendall's tau measures the correspondence between two rankings, with values near 1 indicating strong agreement and values near -1 indicating strong disagreement. + +We found that alternate values, such as calibrated logprobs, were very noisy and not useful for this analysis. + +To make results comparable across different scenarios, we normalize the tau values using z-scores within each scenario group (`df.groupby('scenario_row_id').map(zscore)`). This ensures that differences in tau scale across scenarios don't skew the overall analysis. + +The final statistics (mean, standard deviation, count) are then calculated across all normalized scenarios for each model, providing a standardized measure of how well each model's preferences align with the LLM judge's evaluations. -TODO - -- [ ] decide on chart / norm -- [x] show each prompt -- [ ] describe what the data mean (relative tau rankings, given game scenarios). E.g. we are putting the model in a game scenario, asking it to choose, then we measure the implicit values in it's ranking of the choices - links: - [data gen](https://github.com/wassname/llm_ethics_leaderboard) - [code](https://github.com/wassname/llm_morality) - [website](https://wassname.github.io/llm_morality) **Made with [evidence](https://github.com/evidence-dev/evidence)** + + diff --git a/sources/valuesp/columns.parquet b/sources/valuesp/columns.parquet deleted file mode 100644 index 93e7bb521d21e36d6602b6111e50035d91211ec0..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 2058 zcmbtW&2Af26uu6Pn-CXD>IrshkYlwWMUHEa<5E{3b?jywyH1+AjmI`r=FZHueVzH^ z&WxRD74ZTrk=THQSkNU~maN#YK}hfdNbmwY0OyYLyF+3md(Q87zH{!GvG=4_LAWG* zu_XKxZ3?o0mJ#}S{?{dhkY?KsVc4U#6$N!GYVX)VPpOgdL#EPire0Zu$A0060=Brh0+eQP3jW&&Dw)v6pCq>k<~9Q zO+>MX&|u>gT9HMRFsMqH7wle#1_Eq&LE|w>x!BS?$Xk7H8%j*D;S;y7+19{jCiS+; z$wbU0njiV$$}d-PH(g>3`Z{Gqi~IqGRMTTvr~GjE^ck6Arn>?Xn!;Wd&he@c6{4xT zX#Lt5_Gw09>D<{u_S%hkG}7o{{IB@6AvCKKgW>M+lda z*%C@bU2Q~6EX*Mxc55!Npka>;Z5G@@%@jnf$jMYPwT4ncELlR)tI4wnVQxiU`75^a z+rrw{m)92l8^2^078LPn2-@O2IE1{m05EZclG#Mm;b-b5ethj^hFUr~gfSYvX}OvE z>5pG#4!{OdhGA<+GTC&-!X^QO02gG72lnIv$N6$f-0ro?5a*TTs zW|qFhnIRU0!`kxP{b%yV zz0A=$G8b87PELWNT;OuS^S>DJfz1dof<2psBw@E1W&!8u1eh^<${9=ub742RwNTFG zbA`+iSdXipbBZ}JSIiutL`-V69xL}}tCjdEdWT=)uqsK?6Zr7!ktA(Om7yd{(om`n zLtCYC!9V53tyBM=1a7Xw6{3Xxx+G1x1MVE;VV(PUpwt|~t@1(LH2hwzz1b0WC+c?F zQ>`8Pm{wF0G#FM&2lcT%tXqwdYU)OvPKR}~G*Xp)9^>oEq1&uVR4cYdn)L*1()3uL zXw~}N`oo>Vv2M(Cx!ifmF^+2)Wk)qz2C21Q@H$G-rK%}=y{C{{D;3n*)U8(=CRW;R zPcHjirC{(l)oQzH6>zKy@PgWfa-MW5p|5VWeXQ(GdbNGZYeTH3Z5so9+n9#9)yAZ2 zI!3qnWad}e`L5C$>9sB16U?LScg6An^lpW{8}0oT&2QGN!bR?9b2{Y(eF09}Qj3k! zY*sy|ryL%1#FLpxv@6Q_o}y1Q>maPJ)nu5z{GwBAl{DZCGo-pwaySRz%ln5p7pA0r zu1B*>vDqH$)zI(tI;|04BlbFt z7g#C#Vc+AeQgbZ%J5L+s@C;9R_6*J1byRUP#Mq&mL36xA2eZws@zpx%3B+*KV2MKs z?y!elsWO#zxCxf^WZx^57Po{;I!g*w9uFC3GYhQ%dM;IxP$KPM_L)z-4b5>j!Ur>b W{NSZ$k7P2%U)R6G&-fnv3-}jvt#2Fv diff --git a/sources/valuesp/labels.parquet b/sources/valuesp/labels.parquet new file mode 100644 index 0000000000000000000000000000000000000000..83b8af6bc82ff10eb90225692307b1e1a79f5bba GIT binary patch literal 6231 zcmeHMe{dVsoqwB1$;y^DiX#g-sN9n#PVFMEZ8?TGHE~vsWy`Tm;y89}ewe4-Cu!sT zm3_OCl^h&Nlk0?1dfWglv`sN{z?7DjyLLJ>cg+#zLb(>^0!LE_cZD2HDZLwx&b8%! z)py^OOn#K@@ecvCS@8>J;lqR~Gd`)-PH~nJOXj7&MH6rw!|4cnX zNH$H2+Qd;!V-?&MO@lIrhb!H*iKaRgKU`a8ncA!2!gW+Gj2b_J!*dFisl{zWYsCn{ zd7|3zAiGLzLYq~?p@yOwg}EZJ^^kZqip{H<1_MoE7)5nrsFthwzlhe0%_wP@#++5G zFjXd+e+Lr8Yf#v9iqwvXjVP5wsmBqvY*SYmWoyI^6lPWhM5S6$kU5la52LWyidr3; zGK(#D0~1RuCc9v>H`g3`{E^Uv_(gCfvb_*X2n0Y4eqH^ zRAn|-Qf)`+uqB)h38&QlALw4Y~_(z9fixSaX%I0L#$eXsVI)lB<(IBI;%YD7!`wij- zMz#E$qS{pE&cZ-!)Uk=8dd~5zZ__fd71o5BMw@mf!H=P)RZXj6*P+&Rmt47aL&8xC$KvEfIOqi^-?+%PstZ`u2pe)HS6-`47_fI#``ZB2J|eh?@R zbiPM-!T7+XNWmJ(Q4Qz8Ef`#d$E1PbtTZ(^I-12dSp)*=me!)JIQ})7T%-{2 zMj;6&AgZuu26!BzHWf=YlX09iRI@ru(qG|s3 z{Xg8Y3H34YRt}+^UZS)!O6R#Zm!9QXp6$bR7+zcPG{uZmu$9W8R#TQ;n}N#I@ITak z?=W#3s#^}jj)@&IPcf0D-CWzKDi^V8$TlU6Vio2|PHowpgjK4Mhd?r9>L2wnC%)ci z=KT$^vT19Ih_itLUm$w?xz;j>vLJaDRGqt)FPh~oUqUfrU{aul6W`&PNC)Ar9beB~ z8`NF780fqicEWUl+A?IE0`9dLCM$gv6HSzduIXutrN%F91wa4(_sHK16^S-uEr5{Gv%rVDyWd}EHjY0eXR1l|qyAQkm8D6X4V`9>> zX`b3(6qRU!woN)*C9$G1*;aM+-qyhNA-vC33S69T>%UNHS&@DS_5L6T0cw!dK@a8D zJ`e@TbiuMEQQ8?+D1#*CT6~P&{|49DN0oj&M(lZfQ{U= zU5qbAVr4Knb{XZ~QA(=mGAu&~765lBg!#^8kPHlXhZr}Fb_>v!ZxaVjyn~`1!h((c zcQpUX*Z;>ShENnh#<5L}yFVnG;LV=ZLBJfm2q|O`4Ht-Nw14lmoJQn%ov2z8=WGwZ zDoHp6c$hSyWMD81$ zf*L8a3)clf`I7W=-ZWS|J2OfrXkS> z$!Cf(gio46m{-W`zw*d>^o{h1l`YwpgW*~UijNH*=OH?~CgR5rMS0dgbYe5dLq(E) zoTQ{gnPQt37&to(bL8X>#6yXqUC23qcbJ(vR2V6aoKsKmib;>f!vLaSm-rXL0HS*T z%n6Eo)HwZM5NoD9_yYGGNEjkhTvnY6<3WHOJz@lW{g0ox1#N~11Mh;j6rw{q4}Kj+ zER6zUK_N6*xABua511AIizEng;6cmOG&jpa3e6Mw!k>kp z*gN$6PB8DA&t6p@204mpEZ!QYlLMyimDUl+06@2{_U=@=J!|~!JsU(UL2-jzt_bIO z-#lx%cJ0%eV|rBzYzswF!3C3O0LhF%D&nk zBpZ{wv=}rU${sy~Ore+OOVpO0jOH~}cEpoHEALa;V~^E;?JX1qwRG1|PtC;uIc+G= z`9r^kFd!vURhaPYddR9%Z}E`IgIfaMh(VAW4!pTdn~4Eb0kU1LU;rW`V%7OnJ%Y0Orii%5Lwt0;JwftIo}$!YyfA~dUV$Yk9zBI(AY4ztKoG{;#J3O zd68%0Gxoo%JoyCTciJkqKd2s{EHM>4`g{l?S8>;WJctUyYoI)HKBm>f4)G&Ct-bMR zJxvNb15IsV!_^`E<9Ai2CjqSUc{mSMsx|tisVXCCdjzqKzZSMpLoBQFsznu*RO>n? 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