diff --git a/CHANGELOG.md b/CHANGELOG.md
index 86a368c4c1..b37aecbe78 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,7 @@ See the [releases page](https://github.com/github/codeql-action/releases) for th
 - Log a warning if the amount of available disk space runs low during a code scanning run. [#1825](https://github.com/github/codeql-action/pull/1825)
 - When downloading CodeQL bundle version 2.13.4 and later, cache these bundles in the Actions tool cache using a simpler version number. [#1832](https://github.com/github/codeql-action/pull/1832)
 - Fix an issue that first appeared in CodeQL Action v2.21.2 that prevented CodeQL invocations from being logged. [#1833](https://github.com/github/codeql-action/pull/1833)
+- We are rolling out a feature in August 2023 that will improve the quality of file coverage information. [#1835](https://github.com/github/codeql-action/pull/1835)
 
 ## 2.21.3 - 08 Aug 2023
 
diff --git a/lib/codeql.js b/lib/codeql.js
index 31849a2334..1f1bb19d51 100644
--- a/lib/codeql.js
+++ b/lib/codeql.js
@@ -278,6 +278,9 @@ async function getCodeQLForCmd(cmd, checkVersion) {
                 (await util.codeQlVersionAbove(this, exports.CODEQL_VERSION_INIT_WITH_QLCONFIG))) {
                 extraArgs.push(`--qlconfig-file=${qlconfigFile}`);
             }
+            if (await features.getValue(feature_flags_1.Feature.LanguageBaselineConfigEnabled, this)) {
+                extraArgs.push("--calculate-language-specific-baseline");
+            }
             await runTool(cmd, [
                 "database",
                 "init",
diff --git a/lib/codeql.js.map b/lib/codeql.js.map
index 5812f39843..6523a091d8 100644
--- a/lib/codeql.js.map
+++ b/lib/codeql.js.map
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/lib/feature-flags.js b/lib/feature-flags.js
index 9d33e541d2..621daa7fa7 100644
--- a/lib/feature-flags.js
+++ b/lib/feature-flags.js
@@ -23,7 +23,7 @@ var __importStar = (this && this.__importStar) || function (mod) {
     return result;
 };
 Object.defineProperty(exports, "__esModule", { value: true });
-exports.logCodeScanningConfigInCli = exports.useCodeScanningConfigInCli = exports.Features = exports.FEATURE_FLAGS_FILE_NAME = exports.featureConfig = exports.Feature = exports.CODEQL_VERSION_INTRA_LAYER_PARALLELISM = exports.CODEQL_VERSION_ANALYSIS_SUMMARY_V2 = exports.CODEQL_VERSION_BUNDLE_SEMANTICALLY_VERSIONED = void 0;
+exports.logCodeScanningConfigInCli = exports.useCodeScanningConfigInCli = exports.Features = exports.FEATURE_FLAGS_FILE_NAME = exports.featureConfig = exports.Feature = exports.CODEQL_VERSION_LANGUAGE_BASELINE_CONFIG = exports.CODEQL_VERSION_INTRA_LAYER_PARALLELISM = exports.CODEQL_VERSION_ANALYSIS_SUMMARY_V2 = exports.CODEQL_VERSION_BUNDLE_SEMANTICALLY_VERSIONED = void 0;
 const fs = __importStar(require("fs"));
 const path = __importStar(require("path"));
 const semver = __importStar(require("semver"));
@@ -44,6 +44,10 @@ exports.CODEQL_VERSION_ANALYSIS_SUMMARY_V2 = "2.14.0";
  * Versions 2.14.0+ of the CodeQL CLI support intra-layer parallelism (aka fine-grained parallelism) options.
  */
 exports.CODEQL_VERSION_INTRA_LAYER_PARALLELISM = "2.14.0";
+/**
+ * Versions 2.14.2+ of the CodeQL CLI support language-specific baseline configuration.
+ */
+exports.CODEQL_VERSION_LANGUAGE_BASELINE_CONFIG = "2.14.2";
 /**
  * Feature enablement as returned by the GitHub API endpoint.
  *
@@ -58,6 +62,7 @@ var Feature;
     Feature["DisablePythonDependencyInstallationEnabled"] = "disable_python_dependency_installation_enabled";
     Feature["EvaluatorIntraLayerParallelismEnabled"] = "evaluator_intra_layer_parallelism_enabled";
     Feature["ExportDiagnosticsEnabled"] = "export_diagnostics_enabled";
+    Feature["LanguageBaselineConfigEnabled"] = "language_baseline_config_enabled";
     Feature["MlPoweredQueriesEnabled"] = "ml_powered_queries_enabled";
     Feature["QaTelemetryEnabled"] = "qa_telemetry_enabled";
     Feature["ScalingReservedRamEnabled"] = "scaling_reserved_ram_enabled";
@@ -94,6 +99,11 @@ exports.featureConfig = {
         minimumVersion: "2.12.4",
         defaultValue: true,
     },
+    [Feature.LanguageBaselineConfigEnabled]: {
+        envVar: "CODEQL_ACTION_LANGUAGE_BASELINE_CONFIG",
+        minimumVersion: exports.CODEQL_VERSION_LANGUAGE_BASELINE_CONFIG,
+        defaultValue: false,
+    },
     [Feature.MlPoweredQueriesEnabled]: {
         envVar: "CODEQL_ML_POWERED_QUERIES",
         minimumVersion: undefined,
diff --git a/lib/feature-flags.js.map b/lib/feature-flags.js.map
index 6a9bf51510..65dfafe914 100644
--- a/lib/feature-flags.js.map
+++ b/lib/feature-flags.js.map
@@ -1 +1 @@
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\ No newline at end of file
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\ No newline at end of file
diff --git a/src/codeql.ts b/src/codeql.ts
index 1b6e8de797..a15e3de173 100644
--- a/src/codeql.ts
+++ b/src/codeql.ts
@@ -574,6 +574,13 @@ export async function getCodeQLForCmd(
       ) {
         extraArgs.push(`--qlconfig-file=${qlconfigFile}`);
       }
+
+      if (
+        await features.getValue(Feature.LanguageBaselineConfigEnabled, this)
+      ) {
+        extraArgs.push("--calculate-language-specific-baseline");
+      }
+
       await runTool(
         cmd,
         [
diff --git a/src/feature-flags.ts b/src/feature-flags.ts
index 0b21045145..83a2c4aa29 100644
--- a/src/feature-flags.ts
+++ b/src/feature-flags.ts
@@ -28,6 +28,11 @@ export const CODEQL_VERSION_ANALYSIS_SUMMARY_V2 = "2.14.0";
  */
 export const CODEQL_VERSION_INTRA_LAYER_PARALLELISM = "2.14.0";
 
+/**
+ * Versions 2.14.2+ of the CodeQL CLI support language-specific baseline configuration.
+ */
+export const CODEQL_VERSION_LANGUAGE_BASELINE_CONFIG = "2.14.2";
+
 export interface CodeQLDefaultVersionInfo {
   cliVersion: string;
   tagName: string;
@@ -55,6 +60,7 @@ export enum Feature {
   DisablePythonDependencyInstallationEnabled = "disable_python_dependency_installation_enabled",
   EvaluatorIntraLayerParallelismEnabled = "evaluator_intra_layer_parallelism_enabled",
   ExportDiagnosticsEnabled = "export_diagnostics_enabled",
+  LanguageBaselineConfigEnabled = "language_baseline_config_enabled",
   MlPoweredQueriesEnabled = "ml_powered_queries_enabled",
   QaTelemetryEnabled = "qa_telemetry_enabled",
   ScalingReservedRamEnabled = "scaling_reserved_ram_enabled",
@@ -95,6 +101,11 @@ export const featureConfig: Record<
     minimumVersion: "2.12.4",
     defaultValue: true,
   },
+  [Feature.LanguageBaselineConfigEnabled]: {
+    envVar: "CODEQL_ACTION_LANGUAGE_BASELINE_CONFIG",
+    minimumVersion: CODEQL_VERSION_LANGUAGE_BASELINE_CONFIG,
+    defaultValue: false,
+  },
   [Feature.MlPoweredQueriesEnabled]: {
     envVar: "CODEQL_ML_POWERED_QUERIES",
     minimumVersion: undefined,