diff --git a/src/SamplingReduction.jl b/src/SamplingReduction.jl
index b27e987..8875584 100644
--- a/src/SamplingReduction.jl
+++ b/src/SamplingReduction.jl
@@ -31,6 +31,16 @@ function get_ps(ss::MultiAlgWRSWRSKIPSampler...)
     sum_w = sum(getfield(s, :state) for s in ss)
     return [s.state/sum_w for s in ss]
 end
+function get_ps(ss::MultiAlgRSampler...)
+    sum_w = sum(getfield(s, :seen_k) for s in ss)
+    sum_w == 0 && return [1.0/length(ss) for _ in ss]  # Handle empty case
+    return [s.seen_k/sum_w for s in ss]
+end
+function get_ps(ss::MultiAlgLSampler...)
+    sum_w = sum(getfield(s, :seen_k) for s in ss)
+    sum_w == 0 && return [1.0/length(ss) for _ in ss]  # Handle empty case
+    return [s.seen_k/sum_w for s in ss]
+end
 
 get_type_rs(::TypeS, s1::T, ss::T...) where {T} = eltype(s1)
 function get_type_rs(::TypeUnion, s1::T, ss::T...) where {T}
diff --git a/src/UnweightedSamplingMulti.jl b/src/UnweightedSamplingMulti.jl
index 3a0d2f5..db8a4ef 100644
--- a/src/UnweightedSamplingMulti.jl
+++ b/src/UnweightedSamplingMulti.jl
@@ -209,11 +209,19 @@ end
 is_ordered(s::MultiOrdAlgRSWRSKIPSampler) = true
 is_ordered(s::MultiAlgRSWRSKIPSampler) = false
 
-function Base.merge(ss::MultiAlgRSampler...)
-    error("To Be Implemented")
-end
-function Base.merge(ss::MultiAlgLSampler...)
-    error("To Be Implemented")
+function Base.merge(ss::MultiAlgRSampler...)
+    newvalue = reduce_samples(get_ps(ss...), [s.rng for s in ss], TypeUnion(), value.(ss)...)
+    seen_k = sum(getfield(s, :seen_k) for s in ss)
+    n = minimum(s.n for s in ss)
+    return MultiAlgRSampler_Mut(n, seen_k, ss[1].rng, newvalue, nothing)
+end
+function Base.merge(ss::MultiAlgLSampler...)
+    newvalue = reduce_samples(get_ps(ss...), [s.rng for s in ss], TypeUnion(), value.(ss)...)
+    state = sum(getfield(s, :state) for s in ss)
+    skip_k = sum(getfield(s, :skip_k) for s in ss)
+    seen_k = sum(getfield(s, :seen_k) for s in ss)
+    n = minimum(s.n for s in ss)
+    return MultiAlgLSampler_Mut(n, state, skip_k, seen_k, ss[1].rng, newvalue, nothing)
 end
 function Base.merge(ss::MultiAlgRSWRSKIPSampler...)
     newvalue = reduce_samples(get_ps(ss...), [s.rng for s in ss], TypeUnion(), value.(ss)...)
@@ -223,11 +231,31 @@ function Base.merge(ss::MultiAlgRSWRSKIPSampler...)
     return MultiAlgRSWRSKIPSampler_Mut(n, skip_k, seen_k, ss[1].rng, newvalue, nothing)
 end
 
-function Base.merge!(ss::MultiAlgRSampler...)
-    error("To Be Implemented")
-end
-function Base.merge!(ss::MultiAlgLSampler...)
-    error("To Be Implemented")
+function Base.merge!(ss::MultiAlgRSampler...)
+    error("To Be Implemented")
+end
+function Base.merge!(ss::MultiAlgLSampler...)
+    error("To Be Implemented")
+end
+function Base.merge!(s1::MultiAlgRSampler{<:Nothing}, ss::MultiAlgRSampler...)
+    s1.n > minimum(s.n for s in ss) && error("The size of the mutated reservoir should be the minimum size between all merged reservoir")
+    newvalue = reduce_samples(get_ps(s1, ss...), [s1.rng, [s.rng for s in ss]...], TypeS(), value(s1), value.(ss)...)
+    for i in 1:length(newvalue)
+        @inbounds s1.value[i] = newvalue[i]
+    end
+    s1.seen_k += sum(getfield(s, :seen_k) for s in ss)
+    return s1
+end
+function Base.merge!(s1::MultiAlgLSampler{<:Nothing}, ss::MultiAlgLSampler...)
+    s1.n > minimum(s.n for s in ss) && error("The size of the mutated reservoir should be the minimum size between all merged reservoir")
+    newvalue = reduce_samples(get_ps(s1, ss...), [s1.rng, [s.rng for s in ss]...], TypeS(), value(s1), value.(ss)...)
+    for i in 1:length(newvalue)
+        @inbounds s1.value[i] = newvalue[i]
+    end
+    s1.state += sum(getfield(s, :state) for s in ss)
+    s1.skip_k += sum(getfield(s, :skip_k) for s in ss)
+    s1.seen_k += sum(getfield(s, :seen_k) for s in ss)
+    return s1
 end
 function Base.merge!(s1::MultiAlgRSWRSKIPSampler{<:Nothing}, ss::MultiAlgRSWRSKIPSampler...)
     s1.n > minimum(s.n for s in ss) && error("The size of the mutated reservoir should be the minimum size between all merged reservoir")
diff --git a/test/merge_tests.jl b/test/merge_tests.jl
index d2fc637..ae6ab91 100644
--- a/test/merge_tests.jl
+++ b/test/merge_tests.jl
@@ -1,4 +1,6 @@
 
+using StreamSampling, StableRNGs, HypothesisTests, Random, Test
+
 @testset "merge/merge! tests" begin
     rng = StableRNG(43)
     iters = (1:2, 3:10)
@@ -27,6 +29,24 @@
         chisq_test = ChisqTest(count_est, ps_exact)
         @test pvalue(chisq_test) > 0.05
     end
+    
+    # Test basic merge functionality for AlgR and AlgL
+    for alg in [AlgR(), AlgL()]
+        s1 = ReservoirSampler{Int}(rng, 2, alg)
+        s2 = ReservoirSampler{Int}(rng, 2, alg)
+        
+        # Test empty merge
+        s_merged_empty = merge(s1, s2)
+        @test length(value(s_merged_empty)) == 0
+        
+        # Test merge! for empty
+        s_copy = ReservoirSampler{Int}(rng, 2, alg)
+        s_other = ReservoirSampler{Int}(rng, 2, alg)
+        s_merged_empty_mut = merge!(s_copy, s_other)
+        @test s_merged_empty_mut === s_copy
+        @test length(value(s_merged_empty_mut)) == 0
+    end
+    
     s1 = ReservoirSampler{Int}(rng, 2, AlgRSWRSKIP())
     s2 = ReservoirSampler{Int}(rng, 2, AlgRSWRSKIP())
     s_all = (s1, s2)