diff --git a/examples/expert-qa.ts b/examples/expert-qa.ts
index 0c73fb35..0d31f348 100644
--- a/examples/expert-qa.ts
+++ b/examples/expert-qa.ts
@@ -30,7 +30,7 @@ async function main() {
       })
     )
     .withHumanFeedback({
-      type: 'selectN'
+      type: 'multiselect'
     })
     .callWithMetadata({
       question
@@ -38,7 +38,7 @@ async function main() {
 
   if (
     metadata.feedback &&
-    metadata.feedback.type === 'selectN' &&
+    metadata.feedback.type === 'multiselect' &&
     metadata.feedback.selected
   ) {
     const answer = await agentic
diff --git a/examples/hf0-demo.ts b/examples/hf0-demo.ts
index 6d440e46..a48a4928 100644
--- a/examples/hf0-demo.ts
+++ b/examples/hf0-demo.ts
@@ -41,7 +41,7 @@ async function main() {
       })
     )
     .output(z.array(z.string()).describe('question'))
-    .withHumanFeedback({ type: 'selectN' })
+    .withHumanFeedback({ type: 'multiselect' })
     .callWithMetadata({ topic })
 
   console.log()
diff --git a/scratch/examples/human-feedback-cli.ts b/scratch/examples/human-feedback-cli.ts
index 96bbee3d..8c5a9b6c 100644
--- a/scratch/examples/human-feedback-cli.ts
+++ b/scratch/examples/human-feedback-cli.ts
@@ -19,7 +19,7 @@ async function main() {
     .output(z.array(z.string()))
     .modelParams({ temperature: 0.9 })
     .withHumanFeedback({
-      type: 'selectN',
+      type: 'multiselect',
       annotations: false,
       abort: false,
       editing: true
diff --git a/scratch/examples/human-feedback-slack.ts b/scratch/examples/human-feedback-slack.ts
index 50b8ac7b..42c9a4ef 100644
--- a/scratch/examples/human-feedback-slack.ts
+++ b/scratch/examples/human-feedback-slack.ts
@@ -19,7 +19,7 @@ async function main() {
     .output(z.array(z.string()))
     .modelParams({ temperature: 0.9 })
     .withHumanFeedback({
-      type: 'selectN',
+      type: 'multiselect',
       annotations: false,
       abort: false,
       editing: true,
diff --git a/scratch/examples/human-feedback-twilio.ts b/scratch/examples/human-feedback-twilio.ts
index 527f4d39..cc02d034 100644
--- a/scratch/examples/human-feedback-twilio.ts
+++ b/scratch/examples/human-feedback-twilio.ts
@@ -19,7 +19,7 @@ async function main() {
     .output(z.array(z.string()))
     .modelParams({ temperature: 0.9 })
     .withHumanFeedback({
-      type: 'selectN',
+      type: 'multiselect',
       annotations: false,
       abort: false,
       editing: true,
diff --git a/src/human-feedback/cli.ts b/src/human-feedback/cli.ts
index aa00ece4..da2259ca 100644
--- a/src/human-feedback/cli.ts
+++ b/src/human-feedback/cli.ts
@@ -82,11 +82,11 @@ export class HumanFeedbackMechanismCLI<
     )
   }
 
-  protected async _selectOne(
+  protected async _select(
     response: TOutput
   ): Promise<TOutput extends (infer U)[] ? U : never> {
     if (!Array.isArray(response)) {
-      throw new Error('selectOne called on non-array response')
+      throw new Error('select called on non-array response')
     }
 
     const choices = response.map((option) => ({
@@ -98,11 +98,11 @@ export class HumanFeedbackMechanismCLI<
     )
   }
 
-  protected async _selectN(
+  protected async _multiselect(
     response: TOutput
   ): Promise<TOutput extends any[] ? TOutput : never> {
     if (!Array.isArray(response)) {
-      throw new Error('selectN called on non-array response')
+      throw new Error('multiselect called on non-array response')
     }
 
     const choices = response.map((option) => ({
diff --git a/src/human-feedback/feedback.ts b/src/human-feedback/feedback.ts
index 4e8f5dab..849dffbf 100644
--- a/src/human-feedback/feedback.ts
+++ b/src/human-feedback/feedback.ts
@@ -30,7 +30,7 @@ export const HumanFeedbackUserActionMessages: Record<
 /**
  * Available types of human feedback.
  */
-export type HumanFeedbackType = 'confirm' | 'selectOne' | 'selectN'
+export type HumanFeedbackType = 'confirm' | 'select' | 'multiselect'
 
 type HumanFeedbackMechanismConstructor<
   T extends HumanFeedbackType,
@@ -102,12 +102,11 @@ export interface HumanFeedbackConfirmMetadata
   accepted: boolean
 }
 
-export interface HumanFeedbackSelectOneMetadata
-  extends BaseHumanFeedbackMetadata {
+export interface HumanFeedbackSelectMetadata extends BaseHumanFeedbackMetadata {
   /**
    * The type of feedback requested.
    */
-  type: 'selectOne'
+  type: 'select'
 
   /**
    * The selected output.
@@ -115,12 +114,12 @@ export interface HumanFeedbackSelectOneMetadata
   chosen: any
 }
 
-export interface HumanFeedbackSelectNMetadata
+export interface HumanFeedbackMultiselectMetadata
   extends BaseHumanFeedbackMetadata {
   /**
    * The type of feedback requested.
    */
-  type: 'selectN'
+  type: 'multiselect'
 
   /**
    * The selected outputs.
@@ -131,9 +130,9 @@ export interface HumanFeedbackSelectNMetadata
 export type FeedbackTypeToMetadata<T extends HumanFeedbackType> =
   T extends 'confirm'
     ? HumanFeedbackConfirmMetadata
-    : T extends 'selectOne'
-    ? HumanFeedbackSelectOneMetadata
-    : HumanFeedbackSelectNMetadata
+    : T extends 'select'
+    ? HumanFeedbackSelectMetadata
+    : HumanFeedbackMultiselectMetadata
 
 export abstract class HumanFeedbackMechanism<
   T extends HumanFeedbackType,
@@ -157,11 +156,11 @@ export abstract class HumanFeedbackMechanism<
     this._options = options
   }
 
-  protected abstract _selectOne(
+  protected abstract _select(
     output: TOutput
   ): Promise<TOutput extends any[] ? TOutput[0] : never>
 
-  protected abstract _selectN(
+  protected abstract _multiselect(
     response: TOutput
   ): Promise<TOutput extends any[] ? TOutput : never>
 
@@ -195,8 +194,8 @@ export abstract class HumanFeedbackMechanism<
 
     const choices: HumanFeedbackUserActions[] = []
     if (
-      this._options.type === 'selectN' ||
-      this._options.type === 'selectOne'
+      this._options.type === 'multiselect' ||
+      this._options.type === 'select'
     ) {
       choices.push(HumanFeedbackUserActions.Select)
     } else {
@@ -243,18 +242,18 @@ export abstract class HumanFeedbackMechanism<
         break
 
       case HumanFeedbackUserActions.Select:
-        if (this._options.type === 'selectN') {
+        if (this._options.type === 'multiselect') {
           if (!Array.isArray(output)) {
             throw new Error('Expected output to be an array')
           }
 
-          feedback.selected = await this._selectN(output)
-        } else if (this._options.type === 'selectOne') {
+          feedback.selected = await this._multiselect(output)
+        } else if (this._options.type === 'select') {
           if (!Array.isArray(output)) {
             throw new Error('Expected output to be an array')
           }
 
-          feedback.chosen = await this._selectOne(output)
+          feedback.chosen = await this._select(output)
         }
 
         break
diff --git a/src/human-feedback/slack.ts b/src/human-feedback/slack.ts
index 10ee38a6..b4ba4110 100644
--- a/src/human-feedback/slack.ts
+++ b/src/human-feedback/slack.ts
@@ -74,11 +74,11 @@ export class HumanFeedbackMechanismSlack<
     return choices[parseInt(response.text)]
   }
 
-  protected async _selectOne(
+  protected async _select(
     response: TOutput
   ): Promise<TOutput extends (infer U)[] ? U : never> {
     if (!Array.isArray(response)) {
-      throw new Error('selectOne called on non-array response')
+      throw new Error('select called on non-array response')
     }
 
     const { text: selectedOutput } =
@@ -98,11 +98,11 @@ export class HumanFeedbackMechanismSlack<
     return response[parseInt(selectedOutput)]
   }
 
-  protected async _selectN(
+  protected async _multiselect(
     response: TOutput
   ): Promise<TOutput extends any[] ? TOutput : never> {
     if (!Array.isArray(response)) {
-      throw new Error('selectN called on non-array response')
+      throw new Error('multiselect called on non-array response')
     }
 
     const { text: selectedOutput } =
diff --git a/src/human-feedback/twilio.ts b/src/human-feedback/twilio.ts
index 3801db84..9e8dc104 100644
--- a/src/human-feedback/twilio.ts
+++ b/src/human-feedback/twilio.ts
@@ -78,11 +78,11 @@ export class HumanFeedbackMechanismTwilio<
     return choices[parseInt(response.body)]
   }
 
-  protected async _selectOne(
+  protected async _select(
     response: TOutput
   ): Promise<TOutput extends (infer U)[] ? U : never> {
     if (!Array.isArray(response)) {
-      throw new Error('selectOne called on non-array response')
+      throw new Error('select called on non-array response')
     }
 
     const { body: selectedOutput } =
@@ -102,11 +102,11 @@ export class HumanFeedbackMechanismTwilio<
     return response[parseInt(selectedOutput)]
   }
 
-  protected async _selectN(
+  protected async _multiselect(
     response: TOutput
   ): Promise<TOutput extends any[] ? TOutput : never> {
     if (!Array.isArray(response)) {
-      throw new Error('selectN called on non-array response')
+      throw new Error('multiselect called on non-array response')
     }
 
     const { body: selectedOutput } =