diff --git a/packages/squiggle-lang/src/rescript/Distributions/DistributionOperation.res b/packages/squiggle-lang/src/rescript/Distributions/DistributionOperation.res
index 1b2fb0e9..9f8c7549 100644
--- a/packages/squiggle-lang/src/rescript/Distributions/DistributionOperation.res
+++ b/packages/squiggle-lang/src/rescript/Distributions/DistributionOperation.res
@@ -146,7 +146,7 @@ let rec run = (~env, functionCallInfo: functionCallInfo): outputType => {
       }
     | #ToDist(Normalize) => dist->GenericDist.normalize->Dist
     | #ToScore(LogScore(answer, prior)) =>
-      GenericDist.Score.logScore(~estimate=Score_Dist(dist), ~answer, ~prior)
+      GenericDist.Score.logScore(~estimate=dist, ~answer, ~prior)
       ->E.R2.fmap(s => Float(s))
       ->OutputLocal.fromResult
     | #ToBool(IsNormalized) => dist->GenericDist.isNormalized->Bool
diff --git a/packages/squiggle-lang/src/rescript/Distributions/DistributionOperation.resi b/packages/squiggle-lang/src/rescript/Distributions/DistributionOperation.resi
index c39dab7f..d5ca7326 100644
--- a/packages/squiggle-lang/src/rescript/Distributions/DistributionOperation.resi
+++ b/packages/squiggle-lang/src/rescript/Distributions/DistributionOperation.resi
@@ -72,7 +72,7 @@ module Constructors: {
       ~env: env,
       genericDist,
       genericDist,
-      DistributionTypes.DistributionOperation.genericDistOrScalar,
+      genericDist,
     ) => result<float, error>
     @genType
     let distEstimateScalarAnswer: (~env: env, genericDist, float) => result<float, error>
@@ -81,7 +81,7 @@ module Constructors: {
       ~env: env,
       genericDist,
       float,
-      DistributionTypes.DistributionOperation.genericDistOrScalar,
+      genericDist,
     ) => result<float, error>
   }
   @genType
diff --git a/packages/squiggle-lang/src/rescript/Distributions/DistributionTypes.res b/packages/squiggle-lang/src/rescript/Distributions/DistributionTypes.res
index b607b8e4..0c119ea4 100644
--- a/packages/squiggle-lang/src/rescript/Distributions/DistributionTypes.res
+++ b/packages/squiggle-lang/src/rescript/Distributions/DistributionTypes.res
@@ -100,7 +100,7 @@ module DistributionOperation = {
 
   type genericDistOrScalar = Score_Dist(genericDist) | Score_Scalar(float)
 
-  type toScore = LogScore(genericDistOrScalar, option<genericDistOrScalar>)
+  type toScore = LogScore(genericDistOrScalar, option<genericDist>)
 
   type fromFloat = [
     | #ToFloat(toFloat)
diff --git a/packages/squiggle-lang/src/rescript/Distributions/GenericDist.res b/packages/squiggle-lang/src/rescript/Distributions/GenericDist.res
index 17adf244..db2a559a 100644
--- a/packages/squiggle-lang/src/rescript/Distributions/GenericDist.res
+++ b/packages/squiggle-lang/src/rescript/Distributions/GenericDist.res
@@ -133,13 +133,11 @@ let toPointSet = (
 
 module Score = {
   type genericDistOrScalar = DistributionTypes.DistributionOperation.genericDistOrScalar
-  type pointSet_ScoreDistOrScalar = PSDist(PointSetTypes.pointSetDist) | PSScalar(float)
 
-  let argsMake = (
-    ~esti: genericDistOrScalar,
-    ~answ: genericDistOrScalar,
-    ~prior: option<genericDistOrScalar>,
-  ): result<PointSetDist_Scoring.scoreArgs, error> => {
+  let argsMake = (~esti: t, ~answ: genericDistOrScalar, ~prior: option<t>): result<
+    PointSetDist_Scoring.scoreArgs,
+    error,
+  > => {
     let toPointSetFn = t =>
       toPointSet(
         t,
@@ -148,21 +146,20 @@ module Score = {
         ~xSelection=#ByWeight,
         (),
       )
-    let prior': option<result<pointSet_ScoreDistOrScalar, error>> = switch prior {
+    let prior': option<result<PointSetTypes.pointSetDist, error>> = switch prior {
     | None => None
-    | Some(Score_Dist(d)) => toPointSetFn(d)->E.R.bind(x => x->PSDist->Ok)->Some
-    | Some(Score_Scalar(s)) => s->PSScalar->Ok->Some
+    | Some(d) => toPointSetFn(d)->Some
     }
     let twoDists = (~toPointSetFn, esti': t, answ': t): result<
       (PointSetTypes.pointSetDist, PointSetTypes.pointSetDist),
       error,
     > => E.R.merge(toPointSetFn(esti'), toPointSetFn(answ'))
     switch (esti, answ, prior') {
-    | (Score_Dist(esti'), Score_Dist(answ'), None) =>
+    | (esti', Score_Dist(answ'), None) =>
       twoDists(~toPointSetFn, esti', answ')->E.R2.fmap(((esti'', answ'')) =>
         {estimate: esti'', answer: answ'', prior: None}->PointSetDist_Scoring.DistAnswer
       )
-    | (Score_Dist(esti'), Score_Dist(answ'), Some(Ok(PSDist(prior'')))) =>
+    | (esti', Score_Dist(answ'), Some(Ok(prior''))) =>
       twoDists(~toPointSetFn, esti', answ')->E.R2.fmap(((esti'', answ'')) =>
         {
           estimate: esti'',
@@ -170,8 +167,7 @@ module Score = {
           prior: Some(prior''),
         }->PointSetDist_Scoring.DistAnswer
       )
-    | (Score_Dist(_), _, Some(Ok(PSScalar(_)))) => DistributionTypes.Unreachable->Error
-    | (Score_Dist(esti'), Score_Scalar(answ'), None) =>
+    | (esti', Score_Scalar(answ'), None) =>
       toPointSetFn(esti')->E.R2.fmap(esti'' =>
         {
           estimate: esti'',
@@ -179,7 +175,7 @@ module Score = {
           prior: None,
         }->PointSetDist_Scoring.ScalarAnswer
       )
-    | (Score_Dist(esti'), Score_Scalar(answ'), Some(Ok(PSDist(prior'')))) =>
+    | (esti', Score_Scalar(answ'), Some(Ok(prior''))) =>
       toPointSetFn(esti')->E.R2.fmap(esti'' =>
         {
           estimate: esti'',
@@ -187,19 +183,14 @@ module Score = {
           prior: Some(prior''),
         }->PointSetDist_Scoring.ScalarAnswer
       )
-    | (Score_Scalar(_), Score_Dist(_), None) => NotYetImplemented->Error
-    | (Score_Scalar(_), Score_Dist(_), Some(Ok(PSScalar(_)))) => NotYetImplemented->Error
-    | (Score_Scalar(_), _, Some(Ok(PSDist(_)))) => DistributionTypes.Unreachable->Error
-    | (Score_Scalar(_), Score_Scalar(_), _) => NotYetImplemented->Error
     | (_, _, Some(Error(err))) => err->Error
     }
   }
 
-  let logScore = (
-    ~estimate: genericDistOrScalar,
-    ~answer: genericDistOrScalar,
-    ~prior: option<genericDistOrScalar>,
-  ): result<float, error> =>
+  let logScore = (~estimate: t, ~answer: genericDistOrScalar, ~prior: option<t>): result<
+    float,
+    error,
+  > =>
     argsMake(~esti=estimate, ~answ=answer, ~prior)->E.R.bind(x =>
       x->PointSetDist.logScore->E.R2.errMap(y => DistributionTypes.OperationError(y))
     )
diff --git a/packages/squiggle-lang/src/rescript/Distributions/GenericDist.resi b/packages/squiggle-lang/src/rescript/Distributions/GenericDist.resi
index 432ae847..d4f8933d 100644
--- a/packages/squiggle-lang/src/rescript/Distributions/GenericDist.resi
+++ b/packages/squiggle-lang/src/rescript/Distributions/GenericDist.resi
@@ -26,9 +26,9 @@ let toFloatOperation: (
 
 module Score: {
   let logScore: (
-    ~estimate: DistributionTypes.DistributionOperation.genericDistOrScalar,
+    ~estimate: t,
     ~answer: DistributionTypes.DistributionOperation.genericDistOrScalar,
-    ~prior: option<DistributionTypes.DistributionOperation.genericDistOrScalar>,
+    ~prior: option<t>,
   ) => result<float, error>
 }
 
diff --git a/packages/squiggle-lang/src/rescript/Distributions/PointSetDist/PointSetDist_Scoring.res b/packages/squiggle-lang/src/rescript/Distributions/PointSetDist/PointSetDist_Scoring.res
index 5e8eb489..8e5d71a4 100644
--- a/packages/squiggle-lang/src/rescript/Distributions/PointSetDist/PointSetDist_Scoring.res
+++ b/packages/squiggle-lang/src/rescript/Distributions/PointSetDist/PointSetDist_Scoring.res
@@ -19,7 +19,7 @@ module WithDistAnswer = {
     float,
     Operation.Error.t,
   > =>
-    // We decided that negative infinity, not an error at answerElement = 0.0, is a desirable value.
+    // We decided that 0.0, not an error at answerElement = 0.0, is a desirable value.
     if answerElement == 0.0 {
       Ok(0.0)
     } else if estimateElement == 0.0 {
diff --git a/packages/squiggle-lang/src/rescript/ReducerInterface/ReducerInterface_GenericDistribution.res b/packages/squiggle-lang/src/rescript/ReducerInterface/ReducerInterface_GenericDistribution.res
index b73f84e0..e66fba9b 100644
--- a/packages/squiggle-lang/src/rescript/ReducerInterface/ReducerInterface_GenericDistribution.res
+++ b/packages/squiggle-lang/src/rescript/ReducerInterface/ReducerInterface_GenericDistribution.res
@@ -231,10 +231,7 @@ let dispatchToGenericOutput = (call: IEV.functionCall, env: DistributionOperatio
       DistributionOperation.run(
         FromDist(
           #ToScore(
-            LogScore(
-              DistributionTypes.DistributionOperation.Score_Dist(answer),
-              Some(DistributionTypes.DistributionOperation.Score_Dist(prior)),
-            ),
+            LogScore(DistributionTypes.DistributionOperation.Score_Dist(answer), Some(prior)),
           ),
           prediction,
         ),
@@ -256,10 +253,7 @@ let dispatchToGenericOutput = (call: IEV.functionCall, env: DistributionOperatio
     DistributionOperation.run(
       FromDist(
         #ToScore(
-          LogScore(
-            DistributionTypes.DistributionOperation.Score_Scalar(answer),
-            DistributionTypes.DistributionOperation.Score_Dist(prior)->Some,
-          ),
+          LogScore(DistributionTypes.DistributionOperation.Score_Scalar(answer), prior->Some),
         ),
         prediction,
       ),